QAC320 Final

Malcolm Hsu

5/15/2025

library(readxl)
library(tidyr)
library(dplyr)
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library(tseries)
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library(forecast)
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library(vars)
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library(TSA)
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library(fracdiff)
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library(splines)
library(mgcv)
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library(tsDyn)
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library(rugarch)
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library(zoo)
library(lubridate)
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library(purrr)
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library(factoextra)
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## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa
library(cluster)
library(MSwM)
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library(quantmod)
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library(proxy)
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library(dtwclust)
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library(FinTS)
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# DATA IMPORT
zillow <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/zillowcounty.xlsx", 
                           skip = 1)
cci <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/cci.xlsx", 
                  skip = 3)
mortgagerate <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/mortgagerate.xlsx", 
                           sheet = "Weekly, Ending Thursday")
bbkgdp <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/bbkgdp.xlsx", 
                     sheet = "Monthly")
population <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/population.xlsx", 
                         sheet = "Monthly")
usunemployment <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/usunemployment.xlsx", 
                             skip = 16)
caunemployment <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/caunemployment.xlsx", 
                             skip = 10)
cpiall <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/cpiall.xlsx", 
                     skip = 10)
cpishelter <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/cpishelter.xlsx", 
                         skip = 10)
newconsales <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/newconstructionsales2018.xlsx", 
                          skip = 1)
newconprices <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/newconstructionprices2018.xlsx", 
                           skip = 1)
daystopending <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/daystopending2018.xlsx", 
                                skip = 1)
salescount <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/salescount2008.xlsx", 
                             skip = 1)
newlistings <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/newlistings2018.xlsx", 
                              skip = 1)
housinginv <- read_excel("~/Desktop/OneDrive - wesleyan.edu/Wes Spring 2025/QAC320/finalproject/finalprojectdata/housinginventory2018.xlsx", 
                                   skip = 1)


# DATA CLEANING & TS CREATION
# zillow data
zillow <- dplyr::select(zillow, 3, 6, 58:309)

zillow <- zillow %>% 
  filter(State == "CA")

zillow <- na.omit(zillow)

zillow <- dplyr::select(zillow, -c(2))

zillow <- zillow %>%
  pivot_longer(cols = -RegionName, names_to = "date", values_to = "homevalue")

zillow <- zillow %>%
  pivot_wider(names_from = RegionName, values_from = homevalue) %>%
  dplyr::select(date, everything())

zillow <- zillow %>%
  mutate(date = as.Date(date))

names(zillow) <- c("date", "LosAngeles", "SanDiego", "Orange", "Riverside", "SanBernadino", "SantaClara", "Alameda", "Sacramento", "Fresno", "Kern", "SanFrancisco", "Ventura", "SanJoaquin", "SanMateo", "Stanislaus", "Sonoma", "Tulare", "Solano", "SantaBarbara", "Monterey", "Placer", "SanLuisObispo", "SantaCruz", "Marin", "Butte", "Yolo", "ElDorado", "Shasta", "Madera", "Kings", "Napa", "Humboldt", "Sutter", "Mendocino", "SanBenito")

zillowts <- ts(zillow[, -1], start=c(2004,1), frequency=12)

# acf/pacf, stationarity, differencing, etc
adf_pvals <- sapply(as.data.frame(zillowts), 
                    function(x) adf.test(x, alternative="stationary")$p.value)

kpss_pvals <- sapply(as.data.frame(zillowts), 
                     function(x) kpss.test(x, null="Level")$p.value)
## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value
## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value

## Warning in kpss.test(x, null = "Level"): p-value smaller than printed p-value
stationarity_summary <- data.frame(
  county    = names(adf_pvals),
  adf_p     = unname(adf_pvals),
  kpss_p    = unname(kpss_pvals),
  needs_diff = (adf_pvals > 0.05) | (kpss_pvals < 0.05)
)

diff_ts <- zillowts
to_diff <- stationarity_summary$county[stationarity_summary$needs_diff]
for(cname in to_diff) {
  dx <- diff(zillowts[, cname], differences = 1)
  diff_ts[, cname] <- ts(
    c(NA, dx),
    start     = start(zillowts),
    frequency = frequency(zillowts)
  )
}

# check stationarity
adf_p <- sapply(as.data.frame(diff_ts), function(x) {
  adf.test(na.omit(x), alternative = "stationary")$p.value
})
## Warning in adf.test(na.omit(x), alternative = "stationary"): p-value smaller
## than printed p-value
kpss_p <- sapply(as.data.frame(diff_ts), function(x) {
  kpss.test(na.omit(x), null = "Level")$p.value
})
## Warning in kpss.test(na.omit(x), null = "Level"): p-value smaller than printed
## p-value
## Warning in kpss.test(na.omit(x), null = "Level"): p-value smaller than printed
## p-value
## Warning in kpss.test(na.omit(x), null = "Level"): p-value greater than printed
## p-value

## Warning in kpss.test(na.omit(x), null = "Level"): p-value greater than printed
## p-value
## Warning in kpss.test(na.omit(x), null = "Level"): p-value smaller than printed
## p-value
## Warning in kpss.test(na.omit(x), null = "Level"): p-value greater than printed
## p-value

## Warning in kpss.test(na.omit(x), null = "Level"): p-value greater than printed
## p-value

## Warning in kpss.test(na.omit(x), null = "Level"): p-value greater than printed
## p-value
diff_ts <- na.omit(diff_ts)




# days to pending data
daystopending <- daystopending %>%
  dplyr::filter(StateName == "CA")
daystopending <- dplyr::select(daystopending, -c(1,2,4,5))

daystopending <- daystopending %>%
  pivot_longer(cols = -RegionName, names_to = "date", values_to = "days")
daystopending <- daystopending %>%
  pivot_wider(names_from = RegionName, values_from = days) %>%
  dplyr::select(date, everything())
daystopending <- daystopending %>%
  mutate(date = as.Date(date))
daystopendingts <- ts(daystopending, start=c(2018,3), frequency=12)

# housing inventory data
housinginv <- housinginv %>%
  dplyr::filter(StateName == "CA")
housinginv <- dplyr::select(housinginv, -c(1,2,4,5))

housinginv <- housinginv %>%
  pivot_longer(cols = -RegionName, names_to = "date", values_to = "value")
housinginv <- housinginv %>%
  pivot_wider(names_from = RegionName, values_from = value) %>%
  dplyr::select(date, everything())
housinginv <- housinginv %>%
  mutate(date = as.Date(date))
housinginvts <- ts(housinginv, start=c(2018,3), frequency=12)

# new construction prices data
newconprices <- newconprices %>%
  dplyr::filter(StateName == "CA")
newconprices <- dplyr::select(newconprices, -c(1,2,4,5))

newconprices <- newconprices %>%
  pivot_longer(cols = -RegionName, names_to = "date", values_to = "value")
newconprices <- newconprices %>%
  pivot_wider(names_from = RegionName, values_from = value) %>%
  dplyr::select(date, everything())
newconprices <- newconprices %>%
  mutate(date = as.Date(date))
newconpricests <- ts(newconprices, start=c(2018,1), frequency=12)

# new construction sales data
newconsales <- newconsales %>%
  dplyr::filter(StateName == "CA")
newconsales <- dplyr::select(newconsales, -c(1,2,4,5))

newconsales <- newconsales %>%
  pivot_longer(cols = -RegionName, names_to = "date", values_to = "value")
newconsales <- newconsales %>%
  pivot_wider(names_from = RegionName, values_from = value) %>%
  dplyr::select(date, everything())
newconsales <- newconsales %>%
  mutate(date = as.Date(date))
newconsalests <- ts(newconsales, start=c(2018,1), frequency=12)

# new listings data
newlistings <- newlistings %>%
  dplyr::filter(StateName == "CA")
newlistings <- dplyr::select(newlistings, -c(1,2,4,5))

newlistings <- newlistings %>%
  pivot_longer(cols = -RegionName, names_to = "date", values_to = "value")
newlistings <- newlistings %>%
  pivot_wider(names_from = RegionName, values_from = value) %>%
  dplyr::select(date, everything())
newlistings <- newlistings %>%
  mutate(date = as.Date(date))
newlistingsts <- ts(newlistings, start=c(2018,3), frequency=12)

# sales count data
salescount <- salescount %>%
  dplyr::filter(StateName == "CA")
salescount <- dplyr::select(salescount, -c(1,2,4,5))

salescount <- salescount %>%
  pivot_longer(cols = -RegionName, names_to = "date", values_to = "value")
salescount <- salescount %>%
  pivot_wider(names_from = RegionName, values_from = value) %>%
  dplyr::select(date, everything())
salescount <- salescount %>%
  mutate(date = as.Date(date))
salescountts <- ts(salescount, start=c(2008,2), frequency=12)

# GDP data
bbkgdp <- bbkgdp %>%
  mutate(observation_date = as.Date(observation_date))
names(bbkgdp) <- c("date", "gdp")
bbkgdpts <- ts(bbkgdp, start=c(2004,1), frequency=12)

# california unemployment data
names(caunemployment) <- c("Year", "Period", "Label", "caunemprate")
caunemployment <- caunemployment %>%
  mutate(date = as.Date(as.yearmon(Label, format = "%Y %b"))) %>%
  dplyr::select(date, caunemprate)
caunempts <- ts(caunemployment, start=c(2004,1), frequency=12)

# us unemployment data
names(usunemployment) <- c("Year", "Period", "Label", "usunemprate")
usunemployment <- usunemployment %>%
  mutate(date = as.Date(as.yearmon(Label, format = "%Y %b"))) %>%
  dplyr::select(date, usunemprate)
usunempts <- ts(usunemployment, start=c(2004,1), frequency=12)

# cci data
colnames(cci)[1] <- "date"
colnames(cci)[2] <- "cci"
cci <- cci %>%
  mutate(date = as.Date(date))
ccits <- ts(cci, start=c(2004,1), frequency=12)

# cpi all data
names(cpiall) <- c("Year", "Period", "Label", "cpiall")
cpiall <- cpiall %>%
  mutate(date = as.Date(as.yearmon(Label, format = "%Y %b"))) %>%
  dplyr::select(date, cpiall)
cpiallts <- ts(cpiall, start=c(2004,1), frequency=12)

# cpi shelter data
names(cpishelter) <- c("Year", "Period", "Label", "cpishelter")
cpishelter <- cpishelter %>%
  mutate(date = as.Date(as.yearmon(Label, format = "%Y %b"))) %>%
  dplyr::select(date, cpishelter)
cpishelterts <- ts(cpishelter, start=c(2004,1), frequency=12)

# mortgage rate data
names(mortgagerate) <- c("date", "mrate")
mortgagerate <- mortgagerate %>%
  mutate(date = as.Date(date))
mortgagerate <- mortgagerate %>%
  mutate(month = floor_date(date, "month")) %>% 
  group_by(month) %>%
  summarise(mrate = mean(mrate, na.rm = TRUE)) %>% 
  ungroup() %>%
  arrange(month)
names(mortgagerate) <- c("date", "mrate")
mortgagets <- ts(mortgagerate, start=c(2004,1), frequency=12)

# population data
names(population) <- c("date", "population")
population <- population %>%
  mutate(date = as.Date(date))
populationts <- ts(population, start=c(2004,1), frequency=12)

# santa clara county only
santaclara <- dplyr::select(zillow, c(1,7))
santaclaramacro <- santaclara %>%
  mutate(
    bbkgdp = bbkgdp$gdp,
    caunemp = caunemployment$caunemprate,
    cci = cci$cci,
    cpiall = cpiall$cpiall,
    cpishelter = cpishelter$cpishelter,
    mrates = mortgagerate$mrate,
    population = population$population
  )

santaclaramacro$hcrisis <- ifelse(santaclaramacro$date >= as.Date("2007-12-01") & santaclaramacro$date <= as.Date("2009-06-30"), 1, 0)
santaclaramacro$covid <- ifelse(santaclaramacro$date >= as.Date("2020-02-01") & santaclaramacro$date <= as.Date("2020-04-30"), 1, 0)

santaclaramacrots <- ts(santaclaramacro, start=c(2004,1), frequency=12)










# MODELS
zts <- ts(zillow, start=c(2004,1), frequency=12)
santaclarats <- zts[, "SantaClara"]
santaclaratsdiff <- diff(santaclarats)
santaclaratsdiff2 <- diff(santaclarats, differences = 2)

plot(santaclarats)

# decomposition
santaclaradecomp <- decompose(santaclarats)
plot(santaclaradecomp)

# naive models
mean_santaclara <- meanf(santaclarats, h=12)
plot(mean_santaclara)

drift_santaclara <- rwf(santaclarats, h=12, drift=TRUE)
plot(drift_santaclara)

naive_santaclara <- naive(santaclarats, h=12)
plot(naive_santaclara)

autoplot(santaclarats) +
  autolayer(mean_santaclara, series="Mean Model", color="blue", PI=FALSE) +  # No prediction interval 
  autolayer(drift_santaclara, series="Drift Model", color="green", PI=FALSE) +  
  autolayer(naive_santaclara, series="Naïve Model", color="red", PI=FALSE) +  
  ggtitle("Comparison of Forecast Models") +
  xlab("Year") +
  ylab("Home Value") +
  theme_minimal() +
  guides(colour=guide_legend(title="Forecast Models"))

# ARIMA(5,1,0) first difference
arima_santaclara <- auto.arima(santaclaratsdiff, seasonal = TRUE, approximation = FALSE, stepwise = FALSE)
AIC(arima_santaclara) # 4766.453
## [1] 4766.453
# ARIMA(5,0,0) second difference
arima_santaclara2 <- auto.arima(santaclaratsdiff2, seasonal = TRUE, approximation = FALSE, stepwise = FALSE)
AIC(arima_santaclara2) # 4766.453
## [1] 4766.453
# manual ARIMA(5,2,0)
arima_santaclara_manual <- arima(santaclaratsdiff2,order=c(5,2,0))
AIC(arima_santaclara_manual)
## [1] 4871.108
# plots
plot(santaclaratsdiff)
lines(fitted(arima_santaclara), col = "red", lwd = 1)

plot(santaclaratsdiff2)
lines(fitted(arima_santaclara2), col = "red", lwd = 1)

# forecasting
forecast_arima_santaclara <- forecast::forecast(arima_santaclara, h = 12)
autoplot(forecast_arima_santaclara)

forecast_arima_santaclara2 <- forecast::forecast(arima_santaclara2, h = 12)
autoplot(forecast_arima_santaclara2)

# ARIMAX
# only macroeconomic indicators starting 1/1/2004
arimax_santaclara <- auto.arima(santaclaramacrots[, "SantaClara"], xreg = santaclaramacrots[, c(3,4,5,6,7,8,9)], seasonal = TRUE, approximation = FALSE, stepwise = FALSE)
AIC(arimax_santaclara) # 4912.293
## [1] 4912.293
coeftest(arimax_santaclara)
## 
## z test of coefficients:
## 
##               Estimate  Std. Error  z value  Pr(>|z|)    
## ar1         1.8919e+00  2.8443e-02  66.5157 < 2.2e-16 ***
## ar2        -8.9519e-01  2.8517e-02 -31.3911 < 2.2e-16 ***
## ma1         4.8528e-01  4.1563e-02  11.6756 < 2.2e-16 ***
## sma1       -1.2365e-01  7.6019e-02  -1.6266 0.1038248    
## intercept  -5.0913e+06  1.4457e+06  -3.5216 0.0004289 ***
## bbkgdp      2.0535e+01  4.4231e+01   0.4643 0.6424484    
## caunemp    -1.0750e+02  3.0854e+02  -0.3484 0.7275172    
## cci        -8.9161e+03  3.2376e+03  -2.7539 0.0058882 ** 
## cpiall      2.3292e+02  3.0961e+02   0.7523 0.4518819    
## cpishelter -1.7259e+02  3.5812e+02  -0.4819 0.6298456    
## mrates     -1.1619e+03  9.4959e+02  -1.2236 0.2211174    
## population  2.1590e+01  4.5255e+00   4.7707 1.836e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
# VAR
hpricets <- zts[,c(2:36)]
VARselect(hpricets, type= "none", lag.max = 12) 
## $selection
## AIC(n)  HQ(n)  SC(n) FPE(n) 
##      7      7      7      7 
## 
## $criteria
##                    1             2             3             4             5
## AIC(n)  4.838906e+02  4.552788e+02  4.400397e+02  4.162752e+02  3.762109e+02
## HQ(n)   4.910489e+02  4.695954e+02  4.615146e+02  4.449084e+02  4.120024e+02
## SC(n)   5.016564e+02  4.908103e+02  4.933370e+02  4.873382e+02  4.650397e+02
## FPE(n) 1.523589e+210 9.776388e+197 1.170973e+192 2.211779e+183 2.505581e+169
##                   6    7    8    9   10   11   12
## AIC(n) 1.294801e+02 -Inf -Inf -Inf -Inf -Inf -Inf
## HQ(n)  1.724300e+02 -Inf -Inf -Inf -Inf -Inf -Inf
## SC(n)  2.360747e+02 -Inf -Inf -Inf -Inf -Inf -Inf
## FPE(n) 6.239775e+70    0    0    0    0    0    0
var_model <- VAR(hpricets, p = 6, type = "none")
summary(var_model)
## 
## VAR Estimation Results:
## ========================= 
## Endogenous variables: LosAngeles, SanDiego, Orange, Riverside, SanBernadino, SantaClara, Alameda, Sacramento, Fresno, Kern, SanFrancisco, Ventura, SanJoaquin, SanMateo, Stanislaus, Sonoma, Tulare, Solano, SantaBarbara, Monterey, Placer, SanLuisObispo, SantaCruz, Marin, Butte, Yolo, ElDorado, Shasta, Madera, Kings, Napa, Humboldt, Sutter, Mendocino, SanBenito 
## Deterministic variables: none 
## Sample size: 246 
## Log Likelihood: -41502.79 
## Roots of the characteristic polynomial:
## 1.061 1.049 1.049 1.027 1.027 1.016 1.016 1.015 1.015 1.014 1.014 1.013 1.013 1.008 1.005 1.005 1.003 1.003 1.003 1.003 1.002 1.002 1.001 1.001 1.001     1 0.9993 0.9993 0.9983 0.9983 0.9982 0.9982 0.998 0.998 0.9974 0.9974 0.9971 0.9971 0.9967 0.9967 0.9966 0.9966 0.9965 0.9965 0.9952 0.9952 0.9949 0.9949 0.9947 0.9947 0.9946 0.9946 0.9942 0.9942 0.9939 0.9939 0.9934 0.9934 0.9932 0.9932 0.9929 0.9929 0.9928 0.9928 0.9905 0.9905 0.9902 0.9902 0.9901 0.9901 0.9899 0.9899 0.9898 0.9898 0.9896 0.9896 0.9893 0.9893 0.9889 0.9889 0.9872 0.9872 0.987 0.987 0.9861 0.9861 0.9857 0.9857 0.9853 0.9853 0.9852 0.9852 0.9847 0.9847 0.984 0.984 0.9836 0.9836 0.9835 0.9835 0.9833 0.9833 0.9831 0.9831 0.983 0.983 0.9827 0.9827 0.9805 0.9805 0.9804 0.9804 0.9803 0.9803 0.9799 0.9799 0.9799 0.9799 0.9793 0.9793 0.9782 0.9782 0.9782 0.9782 0.9766 0.9762 0.9762 0.9757 0.9757 0.9749 0.9749 0.9741 0.9741 0.973 0.973 0.9728 0.9728 0.9723 0.9723 0.9719 0.9719 0.9717 0.9717 0.9701 0.9701 0.9691 0.9691 0.9658 0.9658 0.9645 0.9645 0.9642 0.9642 0.9627 0.9627 0.9614 0.9614 0.9565 0.9565 0.9563 0.9563 0.956 0.956 0.9537 0.9537 0.9536 0.9536 0.9456 0.9456 0.9422 0.9422 0.9418 0.9418 0.9418 0.9418 0.9417 0.9417 0.9404 0.9404 0.9398 0.9398 0.9395 0.9395 0.9275 0.9275 0.9256 0.9256 0.9251 0.9251 0.9056 0.9056 0.879 0.879 0.877 0.877 0.8761 0.8761 0.8713 0.8713 0.8492 0.8199 0.8199 0.8023 0.8023 0.7853 0.7853 0.6779 0.6779 0.5776 0.5776
## Call:
## VAR(y = hpricets, p = 6, type = "none")
## 
## 
## Estimation results for equation LosAngeles: 
## =========================================== 
## LosAngeles = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     1.275897   0.233302   5.469 3.56e-06 ***
## SanDiego.l1       0.311026   0.489449   0.635 0.529147    
## Orange.l1         0.091859   0.322704   0.285 0.777540    
## Riverside.l1     -1.317060   0.808223  -1.630 0.111912    
## SanBernadino.l1  -1.120224   0.432569  -2.590 0.013778 *  
## SantaClara.l1     0.144679   0.101029   1.432 0.160754    
## Alameda.l1        0.734063   0.339839   2.160 0.037505 *  
## Sacramento.l1     0.899809   0.935019   0.962 0.342297    
## Fresno.l1        -0.966002   0.618112  -1.563 0.126843    
## Kern.l1           0.166444   0.513401   0.324 0.747664    
## SanFrancisco.l1  -0.424859   0.110402  -3.848 0.000468 ***
## Ventura.l1       -0.267201   0.309630  -0.863 0.393869    
## SanJoaquin.l1     1.118232   0.405918   2.755 0.009152 ** 
## SanMateo.l1      -0.339800   0.157056  -2.164 0.037213 *  
## Stanislaus.l1     0.208202   0.542586   0.384 0.703442    
## Sonoma.l1        -0.725884   0.281521  -2.578 0.014161 *  
## Tulare.l1        -0.845829   0.949913  -0.890 0.379149    
## Solano.l1        -1.099466   0.459829  -2.391 0.022152 *  
## SantaBarbara.l1  -0.257045   0.251225  -1.023 0.313057    
## Monterey.l1      -0.374210   0.342486  -1.093 0.281815    
## Placer.l1         0.462228   0.758860   0.609 0.546277    
## SanLuisObispo.l1 -0.511838   0.335642  -1.525 0.136009    
## SantaCruz.l1      0.356497   0.182128   1.957 0.058088 .  
## Marin.l1          0.073711   0.166774   0.442 0.661148    
## Butte.l1          0.413264   0.557424   0.741 0.463271    
## Yolo.l1           0.704942   0.401797   1.754 0.087859 .  
## ElDorado.l1      -0.654211   0.415443  -1.575 0.124067    
## Shasta.l1         0.407404   0.660760   0.617 0.541399    
## Madera.l1         1.653450   0.964286   1.715 0.095000 .  
## Kings.l1          0.372235   0.386200   0.964 0.341556    
## Napa.l1           0.367836   0.248639   1.479 0.147732    
## Humboldt.l1       0.269011   0.250982   1.072 0.290929    
## Sutter.l1        -2.013396   0.593963  -3.390 0.001709 ** 
## Mendocino.l1      0.097834   0.142944   0.684 0.498091    
## SanBenito.l1      0.852636   0.379458   2.247 0.030866 *  
## LosAngeles.l2     0.069567   0.229025   0.304 0.763064    
## SanDiego.l2       1.339756   0.491317   2.727 0.009817 ** 
## Orange.l2         0.285663   0.338559   0.844 0.404374    
## Riverside.l2     -0.034234   0.759426  -0.045 0.964294    
## SanBernadino.l2  -0.043569   0.399630  -0.109 0.913790    
## SantaClara.l2    -0.670806   0.162932  -4.117 0.000214 ***
## Alameda.l2        0.770592   0.341114   2.259 0.030033 *  
## Sacramento.l2    -2.824396   0.858676  -3.289 0.002252 ** 
## Fresno.l2         1.805566   1.120961   1.611 0.115973    
## Kern.l2           1.654271   0.771164   2.145 0.038760 *  
## SanFrancisco.l2  -0.060143   0.177775  -0.338 0.737094    
## Ventura.l2       -1.670545   0.511567  -3.266 0.002401 ** 
## SanJoaquin.l2     0.406971   0.587804   0.692 0.493155    
## SanMateo.l2      -0.375874   0.201126  -1.869 0.069798 .  
## Stanislaus.l2     1.115812   0.593637   1.880 0.068273 .  
## Sonoma.l2         0.394430   0.324648   1.215 0.232295    
## Tulare.l2        -1.859059   1.157808  -1.606 0.117084    
## Solano.l2         0.819914   0.509888   1.608 0.116565    
## SantaBarbara.l2  -0.043189   0.294806  -0.147 0.884343    
## Monterey.l2      -0.300050   0.338650  -0.886 0.381488    
## Placer.l2         1.498736   0.774390   1.935 0.060829 .  
## SanLuisObispo.l2 -0.433341   0.355639  -1.218 0.230965    
## SantaCruz.l2      0.022600   0.232224   0.097 0.923012    
## Marin.l2         -0.023915   0.214590  -0.111 0.911884    
## Butte.l2          0.752944   0.619374   1.216 0.232029    
## Yolo.l2           0.669204   0.486482   1.376 0.177446    
## ElDorado.l2      -0.113756   0.401946  -0.283 0.778789    
## Shasta.l2        -1.020177   0.778522  -1.310 0.198359    
## Madera.l2         0.394838   0.979574   0.403 0.689280    
## Kings.l2         -1.009471   0.652662  -1.547 0.130683    
## Napa.l2           0.246375   0.272717   0.903 0.372313    
## Humboldt.l2      -0.488294   0.345479  -1.413 0.166133    
## Sutter.l2         0.306526   0.953410   0.322 0.749687    
## Mendocino.l2      0.365973   0.184326   1.985 0.054750 .  
## SanBenito.l2     -0.443616   0.374838  -1.183 0.244372    
## LosAngeles.l3    -0.237114   0.294396  -0.805 0.425862    
## SanDiego.l3       0.175396   0.464964   0.377 0.708221    
## Orange.l3         0.907943   0.297471   3.052 0.004252 ** 
## Riverside.l3     -0.092422   0.539655  -0.171 0.864978    
## SanBernadino.l3  -0.406803   0.437504  -0.930 0.358654    
## SantaClara.l3     0.315927   0.141898   2.226 0.032332 *  
## Alameda.l3        0.144997   0.339888   0.427 0.672208    
## Sacramento.l3     0.328805   0.717637   0.458 0.649579    
## Fresno.l3         0.228824   0.974516   0.235 0.815688    
## Kern.l3          -0.801257   0.766221  -1.046 0.302659    
## SanFrancisco.l3   0.488208   0.173792   2.809 0.007978 ** 
## Ventura.l3       -0.291731   0.484082  -0.603 0.550521    
## SanJoaquin.l3    -1.123416   0.625805  -1.795 0.081029 .  
## SanMateo.l3      -0.114472   0.151068  -0.758 0.453533    
## Stanislaus.l3    -0.432038   0.707047  -0.611 0.545009    
## Sonoma.l3         0.191713   0.341496   0.561 0.578009    
## Tulare.l3         0.266694   0.929900   0.287 0.775910    
## Solano.l3        -0.121710   0.718251  -0.169 0.866388    
## SantaBarbara.l3  -0.092270   0.289617  -0.319 0.751876    
## Monterey.l3       0.037405   0.389946   0.096 0.924112    
## Placer.l3        -0.732848   0.439807  -1.666 0.104334    
## SanLuisObispo.l3  0.334011   0.450699   0.741 0.463443    
## SantaCruz.l3     -0.515876   0.190927  -2.702 0.010447 *  
## Marin.l3          0.117727   0.235366   0.500 0.619986    
## Butte.l3         -1.325080   0.513732  -2.579 0.014131 *  
## Yolo.l3          -1.210007   0.493933  -2.450 0.019291 *  
## ElDorado.l3      -0.064719   0.398662  -0.162 0.871946    
## Shasta.l3         2.461259   0.649663   3.789 0.000556 ***
## Madera.l3        -0.058609   0.894100  -0.066 0.948098    
## Kings.l3          0.191981   0.652948   0.294 0.770430    
## Napa.l3          -0.490536   0.302690  -1.621 0.113833    
## Humboldt.l3       0.673811   0.338752   1.989 0.054331 .  
## Sutter.l3        -0.234128   1.094847  -0.214 0.831874    
## Mendocino.l3     -0.369951   0.166333  -2.224 0.032498 *  
## SanBenito.l3     -0.784097   0.451216  -1.738 0.090805 .  
## LosAngeles.l4     0.004288   0.261869   0.016 0.987026    
## SanDiego.l4      -1.280217   0.498457  -2.568 0.014512 *  
## Orange.l4        -0.107879   0.258685  -0.417 0.679133    
## Riverside.l4     -0.091913   0.784166  -0.117 0.907344    
## SanBernadino.l4  -0.926706   0.481769  -1.924 0.062347 .  
## SantaClara.l4     0.025795   0.155320   0.166 0.869024    
## Alameda.l4       -0.153820   0.278611  -0.552 0.584294    
## Sacramento.l4    -0.249506   0.589799  -0.423 0.674786    
## Fresno.l4        -1.824949   0.693549  -2.631 0.012443 *  
## Kern.l4          -0.209844   0.654419  -0.321 0.750324    
## SanFrancisco.l4  -0.184270   0.153596  -1.200 0.238089    
## Ventura.l4       -0.073053   0.484779  -0.151 0.881059    
## SanJoaquin.l4     1.020181   0.640226   1.593 0.119799    
## SanMateo.l4       0.150583   0.138583   1.087 0.284439    
## Stanislaus.l4     1.611931   0.555779   2.900 0.006319 ** 
## Sonoma.l4         0.265574   0.289581   0.917 0.365195    
## Tulare.l4         1.364754   0.944891   1.444 0.157288    
## Solano.l4         1.635129   0.556892   2.936 0.005759 ** 
## SantaBarbara.l4   0.797161   0.384904   2.071 0.045580 *  
## Monterey.l4      -0.320093   0.312645  -1.024 0.312751    
## Placer.l4         0.774311   0.534231   1.449 0.155883    
## SanLuisObispo.l4 -0.114432   0.456333  -0.251 0.803423    
## SantaCruz.l4      0.481680   0.170655   2.823 0.007711 ** 
## Marin.l4         -0.536497   0.174723  -3.071 0.004051 ** 
## Butte.l4          0.104263   0.520172   0.200 0.842265    
## Yolo.l4          -0.073248   0.708295  -0.103 0.918208    
## ElDorado.l4       0.130640   0.367904   0.355 0.724593    
## Shasta.l4         0.377054   0.710036   0.531 0.598656    
## Madera.l4        -1.882832   0.989358  -1.903 0.065050 .  
## Kings.l4         -0.352715   0.708944  -0.498 0.621846    
## Napa.l4          -0.070811   0.283289  -0.250 0.804040    
## Humboldt.l4       0.303019   0.276761   1.095 0.280843    
## Sutter.l4         1.219829   1.138078   1.072 0.290928    
## Mendocino.l4      0.140286   0.211704   0.663 0.511773    
## SanBenito.l4     -0.017995   0.477741  -0.038 0.970161    
## LosAngeles.l5     0.012198   0.237137   0.051 0.959262    
## SanDiego.l5       0.819438   0.443073   1.849 0.072618 .  
## Orange.l5        -0.199473   0.264815  -0.753 0.456197    
## Riverside.l5      2.186981   0.587216   3.724 0.000668 ***
## SanBernadino.l5   0.048537   0.461088   0.105 0.916749    
## SantaClara.l5    -0.155349   0.155498  -0.999 0.324443    
## Alameda.l5        0.209714   0.236549   0.887 0.381202    
## Sacramento.l5    -0.291154   0.687203  -0.424 0.674320    
## Fresno.l5        -1.693773   0.904705  -1.872 0.069322 .  
## Kern.l5           1.982631   0.793247   2.499 0.017139 *  
## SanFrancisco.l5  -0.099622   0.138426  -0.720 0.476370    
## Ventura.l5       -0.135427   0.363558  -0.373 0.711702    
## SanJoaquin.l5    -1.516176   0.628019  -2.414 0.020979 *  
## SanMateo.l5       0.075401   0.179731   0.420 0.677327    
## Stanislaus.l5     0.184470   0.555914   0.332 0.741941    
## Sonoma.l5         0.738300   0.325515   2.268 0.029421 *  
## Tulare.l5        -1.304847   1.238222  -1.054 0.298993    
## Solano.l5        -0.743550   0.527195  -1.410 0.167007    
## SantaBarbara.l5  -0.116222   0.347276  -0.335 0.739818    
## Monterey.l5      -0.354538   0.264025  -1.343 0.187737    
## Placer.l5         0.086637   0.465995   0.186 0.853553    
## SanLuisObispo.l5  0.531389   0.411969   1.290 0.205319    
## SantaCruz.l5     -0.158048   0.144081  -1.097 0.279950    
## Marin.l5          0.110507   0.137598   0.803 0.427181    
## Butte.l5         -0.077539   0.802346  -0.097 0.923548    
## Yolo.l5          -0.971932   0.693565  -1.401 0.169670    
## ElDorado.l5       0.284447   0.469323   0.606 0.548264    
## Shasta.l5        -0.476397   0.707596  -0.673 0.505081    
## Madera.l5         1.003714   0.962006   1.043 0.303740    
## Kings.l5          0.682253   0.658145   1.037 0.306822    
## Napa.l5          -0.390352   0.274207  -1.424 0.163182    
## Humboldt.l5      -0.020837   0.279445  -0.075 0.940973    
## Sutter.l5        -0.318265   0.802802  -0.396 0.694118    
## Mendocino.l5      0.274673   0.241590   1.137 0.263076    
## SanBenito.l5     -0.136830   0.492028  -0.278 0.782532    
## LosAngeles.l6    -0.361921   0.244291  -1.482 0.147170    
## SanDiego.l6       0.306049   0.359146   0.852 0.399761    
## Orange.l6         1.048883   0.246564   4.254 0.000143 ***
## Riverside.l6     -1.848069   0.745043  -2.480 0.017931 *  
## SanBernadino.l6   0.018587   0.505860   0.037 0.970893    
## SantaClara.l6     0.043228   0.103279   0.419 0.678029    
## Alameda.l6       -0.325967   0.208890  -1.560 0.127398    
## Sacramento.l6     0.454191   0.642746   0.707 0.484338    
## Fresno.l6         2.199155   0.682897   3.220 0.002714 ** 
## Kern.l6           0.167065   0.670625   0.249 0.804686    
## SanFrancisco.l6   0.296651   0.151072   1.964 0.057331 .  
## Ventura.l6       -1.643157   0.565204  -2.907 0.006208 ** 
## SanJoaquin.l6    -0.288426   0.518754  -0.556 0.581652    
## SanMateo.l6      -0.176361   0.154231  -1.143 0.260384    
## Stanislaus.l6     0.293639   0.743239   0.395 0.695115    
## Sonoma.l6         0.652805   0.344444   1.895 0.066112 .  
## Tulare.l6         3.273726   1.020907   3.207 0.002816 ** 
## Solano.l6         0.296865   0.380958   0.779 0.440920    
## SantaBarbara.l6  -0.378345   0.399496  -0.947 0.349925    
## Monterey.l6      -0.039149   0.232879  -0.168 0.867439    
## Placer.l6        -0.271168   0.571591  -0.474 0.638074    
## SanLuisObispo.l6 -1.017998   0.343129  -2.967 0.005319 ** 
## SantaCruz.l6      0.301129   0.134122   2.245 0.030991 *  
## Marin.l6         -0.112190   0.136477  -0.822 0.416463    
## Butte.l6         -1.361870   0.571867  -2.381 0.022654 *  
## Yolo.l6           0.742177   0.550371   1.349 0.185919    
## ElDorado.l6      -0.555868   0.388485  -1.431 0.161093    
## Shasta.l6         1.546334   0.661469   2.338 0.025077 *  
## Madera.l6        -1.431723   0.885181  -1.617 0.114515    
## Kings.l6         -1.958138   0.549549  -3.563 0.001055 ** 
## Napa.l6           0.520335   0.330676   1.574 0.124340    
## Humboldt.l6       0.055110   0.307431   0.179 0.858740    
## Sutter.l6         1.565663   0.778144   2.012 0.051744 .  
## Mendocino.l6      0.466517   0.176912   2.637 0.012270 *  
## SanBenito.l6      0.018419   0.257488   0.072 0.943371    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 398.1 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 2.348e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation SanDiego: 
## ========================================= 
## SanDiego = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.348708   0.131904   2.644 0.012071 *  
## SanDiego.l1       0.996401   0.276724   3.601 0.000949 ***
## Orange.l1        -0.054009   0.182450  -0.296 0.768916    
## Riverside.l1     -0.291537   0.456952  -0.638 0.527509    
## SanBernadino.l1  -0.489133   0.244565  -2.000 0.053087 .  
## SantaClara.l1     0.006923   0.057119   0.121 0.904209    
## Alameda.l1        0.126714   0.192138   0.659 0.513774    
## Sacramento.l1     0.064099   0.528640   0.121 0.904165    
## Fresno.l1         0.019728   0.349468   0.056 0.955295    
## Kern.l1           0.139795   0.290266   0.482 0.632999    
## SanFrancisco.l1  -0.229549   0.062419  -3.678 0.000764 ***
## Ventura.l1        0.436639   0.175058   2.494 0.017351 *  
## SanJoaquin.l1     0.782709   0.229497   3.411 0.001614 ** 
## SanMateo.l1      -0.110945   0.088796  -1.249 0.219569    
## Stanislaus.l1     0.100623   0.306766   0.328 0.744804    
## Sonoma.l1        -0.293258   0.159166  -1.842 0.073655 .  
## Tulare.l1         0.599274   0.537061   1.116 0.271884    
## Solano.l1        -0.168784   0.259977  -0.649 0.520313    
## SantaBarbara.l1   0.020840   0.142037   0.147 0.884170    
## Monterey.l1      -0.417622   0.193634  -2.157 0.037778 *  
## Placer.l1        -0.249935   0.429043  -0.583 0.563834    
## SanLuisObispo.l1 -0.317771   0.189765  -1.675 0.102689    
## SantaCruz.l1      0.279152   0.102971   2.711 0.010215 *  
## Marin.l1         -0.005527   0.094291  -0.059 0.953583    
## Butte.l1          0.389436   0.315156   1.236 0.224575    
## Yolo.l1           0.280701   0.227168   1.236 0.224590    
## ElDorado.l1      -0.392488   0.234883  -1.671 0.103395    
## Shasta.l1        -0.378819   0.373580  -1.014 0.317339    
## Madera.l1         0.806565   0.545187   1.479 0.147724    
## Kings.l1          0.027331   0.218349   0.125 0.901084    
## Napa.l1           0.167548   0.140575   1.192 0.241109    
## Humboldt.l1      -0.305486   0.141900  -2.153 0.038108 *  
## Sutter.l1        -1.995661   0.335814  -5.943 8.29e-07 ***
## Mendocino.l1      0.095464   0.080817   1.181 0.245258    
## SanBenito.l1      0.867853   0.214537   4.045 0.000264 ***
## LosAngeles.l2    -0.120550   0.129486  -0.931 0.358062    
## SanDiego.l2       0.576000   0.277780   2.074 0.045332 *  
## Orange.l2        -0.050857   0.191414  -0.266 0.791991    
## Riverside.l2      0.076269   0.429363   0.178 0.860008    
## SanBernadino.l2   0.247320   0.225942   1.095 0.280955    
## SantaClara.l2    -0.256574   0.092118  -2.785 0.008476 ** 
## Alameda.l2        0.444715   0.192859   2.306 0.026985 *  
## Sacramento.l2    -1.547895   0.485477  -3.188 0.002958 ** 
## Fresno.l2         0.850227   0.633767   1.342 0.188146    
## Kern.l2           0.501431   0.435999   1.150 0.257696    
## SanFrancisco.l2   0.068778   0.100510   0.684 0.498172    
## Ventura.l2       -1.165771   0.289229  -4.031 0.000276 ***
## SanJoaquin.l2    -1.049735   0.332332  -3.159 0.003204 ** 
## SanMateo.l2       0.132867   0.113713   1.168 0.250308    
## Stanislaus.l2     0.996808   0.335630   2.970 0.005275 ** 
## Sonoma.l2         0.229617   0.183549   1.251 0.219010    
## Tulare.l2        -1.456953   0.654600  -2.226 0.032385 *  
## Solano.l2         0.207871   0.288280   0.721 0.475521    
## SantaBarbara.l2  -0.111492   0.166677  -0.669 0.507820    
## Monterey.l2      -0.155456   0.191466  -0.812 0.422171    
## Placer.l2         1.431786   0.437824   3.270 0.002371 ** 
## SanLuisObispo.l2  0.101509   0.201071   0.505 0.616745    
## SantaCruz.l2     -0.135865   0.131295  -1.035 0.307658    
## Marin.l2         -0.210541   0.121325  -1.735 0.091233 .  
## Butte.l2          0.207175   0.350181   0.592 0.557801    
## Yolo.l2           0.215939   0.275047   0.785 0.437531    
## ElDorado.l2       0.040246   0.227252   0.177 0.860422    
## Shasta.l2        -0.496446   0.440160  -1.128 0.266833    
## Madera.l2         0.387376   0.553830   0.699 0.488767    
## Kings.l2          0.289820   0.369001   0.785 0.437347    
## Napa.l2          -0.109096   0.154188  -0.708 0.483781    
## Humboldt.l2      -0.034354   0.195327  -0.176 0.861373    
## Sutter.l2         0.845173   0.539038   1.568 0.125647    
## Mendocino.l2     -0.092762   0.104214  -0.890 0.379316    
## SanBenito.l2     -0.106314   0.211925  -0.502 0.618961    
## LosAngeles.l3     0.056453   0.166445   0.339 0.736454    
## SanDiego.l3      -0.684740   0.262881  -2.605 0.013280 *  
## Orange.l3         0.173651   0.168184   1.033 0.308721    
## Riverside.l3     -0.602380   0.305110  -1.974 0.056057 .  
## SanBernadino.l3  -0.094585   0.247355  -0.382 0.704425    
## SantaClara.l3     0.235132   0.080226   2.931 0.005839 ** 
## Alameda.l3        0.161006   0.192165   0.838 0.407643    
## Sacramento.l3    -0.051068   0.405737  -0.126 0.900539    
## Fresno.l3        -0.113171   0.550971  -0.205 0.838415    
## Kern.l3          -0.690031   0.433205  -1.593 0.119937    
## SanFrancisco.l3  -0.078324   0.098259  -0.797 0.430608    
## Ventura.l3       -0.231771   0.273690  -0.847 0.402679    
## SanJoaquin.l3     0.702042   0.353817   1.984 0.054898 .  
## SanMateo.l3      -0.115580   0.085411  -1.353 0.184422    
## Stanislaus.l3    -0.535550   0.399749  -1.340 0.188735    
## Sonoma.l3         0.162789   0.193074   0.843 0.404718    
## Tulare.l3         0.162399   0.525746   0.309 0.759183    
## Solano.l3        -0.578788   0.406084  -1.425 0.162686    
## SantaBarbara.l3  -0.067344   0.163743  -0.411 0.683305    
## Monterey.l3       0.101119   0.220467   0.459 0.649236    
## Placer.l3        -0.499013   0.248658  -2.007 0.052323 .  
## SanLuisObispo.l3  0.354857   0.254816   1.393 0.172282    
## SantaCruz.l3     -0.059165   0.107946  -0.548 0.587007    
## Marin.l3          0.203975   0.133071   1.533 0.134059    
## Butte.l3         -0.650748   0.290453  -2.240 0.031325 *  
## Yolo.l3          -0.324373   0.279259  -1.162 0.253062    
## ElDorado.l3      -0.119902   0.225395  -0.532 0.598019    
## Shasta.l3         0.770691   0.367306   2.098 0.042966 *  
## Madera.l3         0.331604   0.505505   0.656 0.516004    
## Kings.l3          0.188765   0.369163   0.511 0.612241    
## Napa.l3           0.234364   0.171134   1.369 0.179335    
## Humboldt.l3       0.290633   0.191523   1.517 0.137879    
## Sutter.l3        -0.804744   0.619003  -1.300 0.201841    
## Mendocino.l3     -0.157945   0.094041  -1.680 0.101708    
## SanBenito.l3     -0.014604   0.255108  -0.057 0.954666    
## LosAngeles.l4     0.182795   0.148055   1.235 0.224963    
## SanDiego.l4      -0.137348   0.281817  -0.487 0.628954    
## Orange.l4        -0.256198   0.146255  -1.752 0.088338 .  
## Riverside.l4     -0.134361   0.443351  -0.303 0.763590    
## SanBernadino.l4   0.006736   0.272382   0.025 0.980407    
## SantaClara.l4    -0.245945   0.087815  -2.801 0.008151 ** 
## Alameda.l4        0.204323   0.157521   1.297 0.202841    
## Sacramento.l4     0.168577   0.333460   0.506 0.616261    
## Fresno.l4        -0.770439   0.392118  -1.965 0.057190 .  
## Kern.l4           0.153248   0.369994   0.414 0.681193    
## SanFrancisco.l4  -0.035795   0.086840  -0.412 0.682640    
## Ventura.l4        0.683715   0.274084   2.495 0.017339 *  
## SanJoaquin.l4    -0.506584   0.361970  -1.400 0.170216    
## SanMateo.l4      -0.013078   0.078352  -0.167 0.868370    
## Stanislaus.l4     1.173140   0.314225   3.733 0.000651 ***
## Sonoma.l4        -0.189607   0.163723  -1.158 0.254452    
## Tulare.l4        -1.009027   0.534221  -1.889 0.066999 .  
## Solano.l4         1.151045   0.314855   3.656 0.000812 ***
## SantaBarbara.l4   0.453989   0.217617   2.086 0.044108 *  
## Monterey.l4      -0.077847   0.176763  -0.440 0.662276    
## Placer.l4         0.607259   0.302043   2.011 0.051915 .  
## SanLuisObispo.l4 -0.345478   0.258001  -1.339 0.188946    
## SantaCruz.l4      0.146046   0.096485   1.514 0.138842    
## Marin.l4         -0.327876   0.098784  -3.319 0.002075 ** 
## Butte.l4          0.760862   0.294094   2.587 0.013864 *  
## Yolo.l4          -0.022602   0.400455  -0.056 0.955303    
## ElDorado.l4      -0.201377   0.208005  -0.968 0.339436    
## Shasta.l4         0.647096   0.401439   1.612 0.115709    
## Madera.l4        -0.710218   0.559362  -1.270 0.212341    
## Kings.l4         -0.183180   0.400822  -0.457 0.650408    
## Napa.l4           0.014777   0.160165   0.092 0.927002    
## Humboldt.l4       0.050017   0.156475   0.320 0.751081    
## Sutter.l4         1.030830   0.643445   1.602 0.117884    
## Mendocino.l4      0.334675   0.119693   2.796 0.008246 ** 
## SanBenito.l4     -0.513550   0.270105  -1.901 0.065291 .  
## LosAngeles.l5    -0.272020   0.134072  -2.029 0.049913 *  
## SanDiego.l5       0.712580   0.250504   2.845 0.007290 ** 
## Orange.l5         0.365681   0.149721   2.442 0.019629 *  
## Riverside.l5      0.876988   0.332000   2.642 0.012134 *  
## SanBernadino.l5  -0.341556   0.260689  -1.310 0.198425    
## SantaClara.l5     0.169355   0.087915   1.926 0.061986 .  
## Alameda.l5       -0.315706   0.133740  -2.361 0.023782 *  
## Sacramento.l5     0.320326   0.388530   0.824 0.415109    
## Fresno.l5        -0.775490   0.511501  -1.516 0.138225    
## Kern.l5           0.676742   0.448485   1.509 0.140039    
## SanFrancisco.l5   0.064810   0.078263   0.828 0.413067    
## Ventura.l5       -0.465505   0.205548  -2.265 0.029649 *  
## SanJoaquin.l5     0.145630   0.355068   0.410 0.684129    
## SanMateo.l5       0.203237   0.101616   2.000 0.053083 .  
## Stanislaus.l5    -0.598331   0.314302  -1.904 0.064970 .  
## Sonoma.l5        -0.216510   0.184040  -1.176 0.247142    
## Tulare.l5        -0.885355   0.700064  -1.265 0.214113    
## Solano.l5        -0.328870   0.298065  -1.103 0.277196    
## SantaBarbara.l5  -0.387346   0.196343  -1.973 0.056235 .  
## Monterey.l5      -0.174951   0.149274  -1.172 0.248892    
## Placer.l5        -0.146300   0.263464  -0.555 0.582127    
## SanLuisObispo.l5  0.550610   0.232919   2.364 0.023597 *  
## SantaCruz.l5     -0.181311   0.081460  -2.226 0.032381 *  
## Marin.l5         -0.141910   0.077795  -1.824 0.076438 .  
## Butte.l5          0.384560   0.453629   0.848 0.402183    
## Yolo.l5          -0.685866   0.392127  -1.749 0.088797 .  
## ElDorado.l5      -0.004613   0.265345  -0.017 0.986226    
## Shasta.l5         0.326930   0.400060   0.817 0.419189    
## Madera.l5         0.716754   0.543898   1.318 0.195892    
## Kings.l5          0.122567   0.372101   0.329 0.743768    
## Napa.l5           0.049728   0.155031   0.321 0.750246    
## Humboldt.l5      -0.047728   0.157992  -0.302 0.764322    
## Sutter.l5        -0.802008   0.453887  -1.767 0.085710 .  
## Mendocino.l5     -0.193943   0.136590  -1.420 0.164241    
## SanBenito.l5      0.405246   0.278182   1.457 0.153849    
## LosAngeles.l6     0.238489   0.138117   1.727 0.092792 .  
## SanDiego.l6       0.219838   0.203054   1.083 0.286159    
## Orange.l6         0.291222   0.139402   2.089 0.043831 *  
## Riverside.l6     -0.862982   0.421231  -2.049 0.047834 *  
## SanBernadino.l6  -0.204869   0.286003  -0.716 0.478415    
## SantaClara.l6    -0.151233   0.058392  -2.590 0.013769 *  
## Alameda.l6        0.201886   0.118102   1.709 0.095982 .  
## Sacramento.l6    -0.487713   0.363395  -1.342 0.187967    
## Fresno.l6         0.885031   0.386095   2.292 0.027843 *  
## Kern.l6          -0.263740   0.379157  -0.696 0.491148    
## SanFrancisco.l6   0.031270   0.085413   0.366 0.716426    
## Ventura.l6       -0.890127   0.319554  -2.786 0.008470 ** 
## SanJoaquin.l6    -0.645054   0.293293  -2.199 0.034360 *  
## SanMateo.l6      -0.168092   0.087199  -1.928 0.061812 .  
## Stanislaus.l6     0.207675   0.420211   0.494 0.624157    
## Sonoma.l6         0.652418   0.194741   3.350 0.001906 ** 
## Tulare.l6         1.474845   0.577199   2.555 0.014984 *  
## Solano.l6         1.042926   0.215386   4.842 2.43e-05 ***
## SantaBarbara.l6   0.083681   0.225867   0.370 0.713188    
## Monterey.l6      -0.094396   0.131665  -0.717 0.478036    
## Placer.l6         0.780096   0.323165   2.414 0.020994 *  
## SanLuisObispo.l6 -0.030082   0.193998  -0.155 0.877636    
## SantaCruz.l6      0.115148   0.075830   1.519 0.137621    
## Marin.l6         -0.064889   0.077161  -0.841 0.405922    
## Butte.l6         -1.479962   0.323321  -4.577 5.42e-05 ***
## Yolo.l6          -0.789331   0.311168  -2.537 0.015669 *  
## ElDorado.l6      -0.383836   0.219641  -1.748 0.089067 .  
## Shasta.l6         1.186748   0.373981   3.173 0.003081 ** 
## Madera.l6        -0.633285   0.500463  -1.265 0.213858    
## Kings.l6          0.042719   0.310703   0.137 0.891407    
## Napa.l6          -0.061023   0.186957  -0.326 0.746011    
## Humboldt.l6       0.129367   0.173815   0.744 0.461537    
## Sutter.l6         0.733884   0.439946   1.668 0.103968    
## Mendocino.l6      0.250468   0.100023   2.504 0.016946 *  
## SanBenito.l6     -0.108546   0.145578  -0.746 0.460739    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 225.1 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 7.389e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Orange: 
## ======================================= 
## Orange = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.656206   0.246596   2.661 0.011563 *  
## SanDiego.l1       0.939660   0.517340   1.816 0.077654 .  
## Orange.l1         0.343044   0.341092   1.006 0.321261    
## Riverside.l1     -0.955195   0.854278  -1.118 0.270917    
## SanBernadino.l1  -0.009607   0.457218  -0.021 0.983352    
## SantaClara.l1     0.030526   0.106786   0.286 0.776624    
## Alameda.l1       -0.384285   0.359204  -1.070 0.291819    
## Sacramento.l1     0.690148   0.988300   0.698 0.489465    
## Fresno.l1         0.442004   0.653334   0.677 0.503025    
## Kern.l1           0.640497   0.542657   1.180 0.245622    
## SanFrancisco.l1  -0.527694   0.116693  -4.522 6.41e-05 ***
## Ventura.l1       -0.163190   0.327274  -0.499 0.621071    
## SanJoaquin.l1     0.875892   0.429048   2.041 0.048585 *  
## SanMateo.l1      -0.196537   0.166005  -1.184 0.244203    
## Stanislaus.l1     0.142203   0.573504   0.248 0.805579    
## Sonoma.l1        -1.235730   0.297562  -4.153 0.000193 ***
## Tulare.l1        -1.429275   1.004043  -1.424 0.163195    
## Solano.l1        -0.666023   0.486031  -1.370 0.179069    
## SantaBarbara.l1   0.342948   0.265541   1.292 0.204758    
## Monterey.l1      -0.429365   0.362002  -1.186 0.243359    
## Placer.l1        -1.195512   0.802102  -1.490 0.144810    
## SanLuisObispo.l1  0.241254   0.354768   0.680 0.500832    
## SantaCruz.l1      0.239409   0.192506   1.244 0.221667    
## Marin.l1          0.594556   0.176278   3.373 0.001791 ** 
## Butte.l1          0.628780   0.589188   1.067 0.292987    
## Yolo.l1          -1.259480   0.424693  -2.966 0.005335 ** 
## ElDorado.l1       0.103201   0.439116   0.235 0.815525    
## Shasta.l1        -0.312806   0.698413  -0.448 0.656922    
## Madera.l1         2.982406   1.019234   2.926 0.005911 ** 
## Kings.l1         -0.371772   0.408207  -0.911 0.368488    
## Napa.l1          -0.056226   0.262807  -0.214 0.831799    
## Humboldt.l1       0.601621   0.265284   2.268 0.029439 *  
## Sutter.l1        -1.234901   0.627809  -1.967 0.056927 .  
## Mendocino.l1      0.042313   0.151089   0.280 0.781038    
## SanBenito.l1      1.141042   0.401081   2.845 0.007284 ** 
## LosAngeles.l2    -0.223443   0.242076  -0.923 0.362138    
## SanDiego.l2       2.301806   0.519314   4.432 8.39e-05 ***
## Orange.l2         0.715660   0.357851   2.000 0.053101 .  
## Riverside.l2     -1.227740   0.802701  -1.530 0.134878    
## SanBernadino.l2  -0.719638   0.422402  -1.704 0.097060 .  
## SantaClara.l2    -0.311836   0.172217  -1.811 0.078537 .  
## Alameda.l2        0.565155   0.360552   1.567 0.125754    
## Sacramento.l2     0.920737   0.907606   1.014 0.317130    
## Fresno.l2        -0.345674   1.184837  -0.292 0.772154    
## Kern.l2           0.008044   0.815107   0.010 0.992181    
## SanFrancisco.l2  -0.090602   0.187905  -0.482 0.632607    
## Ventura.l2       -0.792763   0.540718  -1.466 0.151294    
## SanJoaquin.l2    -0.286272   0.621299  -0.461 0.647739    
## SanMateo.l2      -0.026564   0.212587  -0.125 0.901256    
## Stanislaus.l2     1.347047   0.627465   2.147 0.038619 *  
## Sonoma.l2        -0.007827   0.343148  -0.023 0.981929    
## Tulare.l2         0.175834   1.223783   0.144 0.886554    
## Solano.l2        -0.458070   0.538943  -0.850 0.400975    
## SantaBarbara.l2   0.419860   0.311605   1.347 0.186267    
## Monterey.l2      -0.984080   0.357948  -2.749 0.009282 ** 
## Placer.l2         1.056296   0.818517   1.290 0.205105    
## SanLuisObispo.l2 -0.793210   0.375905  -2.110 0.041862 *  
## SantaCruz.l2     -0.479929   0.245457  -1.955 0.058351 .  
## Marin.l2         -0.247465   0.226818  -1.091 0.282509    
## Butte.l2          0.761146   0.654668   1.163 0.252623    
## Yolo.l2           0.374761   0.514204   0.729 0.470827    
## ElDorado.l2       0.293281   0.424850   0.690 0.494422    
## Shasta.l2        -0.430449   0.822885  -0.523 0.604112    
## Madera.l2        -0.474248   1.035394  -0.458 0.649679    
## Kings.l2          0.111690   0.689853   0.162 0.872287    
## Napa.l2          -0.289528   0.288257  -1.004 0.321885    
## Humboldt.l2       0.488623   0.365166   1.338 0.189260    
## Sutter.l2         2.139676   1.007738   2.123 0.040676 *  
## Mendocino.l2      0.264090   0.194829   1.355 0.183703    
## SanBenito.l2     -0.919102   0.396197  -2.320 0.026136 *  
## LosAngeles.l3    -0.490061   0.311172  -1.575 0.124030    
## SanDiego.l3      -0.837489   0.491459  -1.704 0.096983 .  
## Orange.l3         0.652196   0.314422   2.074 0.045264 *  
## Riverside.l3      0.095311   0.570406   0.167 0.868232    
## SanBernadino.l3  -1.356881   0.462434  -2.934 0.005789 ** 
## SantaClara.l3     0.437322   0.149984   2.916 0.006071 ** 
## Alameda.l3        0.701384   0.359256   1.952 0.058710 .  
## Sacramento.l3     1.318333   0.758530   1.738 0.090757 .  
## Fresno.l3        -1.204233   1.030048  -1.169 0.250045    
## Kern.l3          -2.008628   0.809883  -2.480 0.017946 *  
## SanFrancisco.l3   0.577475   0.183696   3.144 0.003335 ** 
## Ventura.l3       -1.148888   0.511667  -2.245 0.030978 *  
## SanJoaquin.l3    -0.121086   0.661465  -0.183 0.855780    
## SanMateo.l3      -0.157496   0.159677  -0.986 0.330546    
## Stanislaus.l3     0.639896   0.747337   0.856 0.397531    
## Sonoma.l3         0.309673   0.360955   0.858 0.396610    
## Tulare.l3         2.285349   0.982889   2.325 0.025817 *  
## Solano.l3        -1.010126   0.759179  -1.331 0.191704    
## SantaBarbara.l3   0.275488   0.306120   0.900 0.374136    
## Monterey.l3       0.074944   0.412166   0.182 0.856737    
## Placer.l3         0.063597   0.464869   0.137 0.891946    
## SanLuisObispo.l3  0.366057   0.476381   0.768 0.447255    
## SantaCruz.l3     -0.436771   0.201806  -2.164 0.037151 *  
## Marin.l3          0.192981   0.248778   0.776 0.442983    
## Butte.l3         -0.752131   0.543007  -1.385 0.174538    
## Yolo.l3          -0.972207   0.522079  -1.862 0.070755 .  
## ElDorado.l3      -0.839636   0.421379  -1.993 0.053930 .  
## Shasta.l3         3.277635   0.686683   4.773 3.00e-05 ***
## Madera.l3        -1.307128   0.945048  -1.383 0.175143    
## Kings.l3         -0.230748   0.690155  -0.334 0.740061    
## Napa.l3          -0.717140   0.319938  -2.241 0.031251 *  
## Humboldt.l3       0.616807   0.358056   1.723 0.093533 .  
## Sutter.l3        -1.441952   1.157235  -1.246 0.220801    
## Mendocino.l3      0.085856   0.175811   0.488 0.628270    
## SanBenito.l3     -0.131521   0.476928  -0.276 0.784304    
## LosAngeles.l4     0.020969   0.276791   0.076 0.940030    
## SanDiego.l4      -1.791393   0.526861  -3.400 0.001661 ** 
## Orange.l4         0.102711   0.273426   0.376 0.709386    
## Riverside.l4      0.415375   0.828851   0.501 0.619319    
## SanBernadino.l4  -0.416031   0.509222  -0.817 0.419307    
## SantaClara.l4    -0.085457   0.164171  -0.521 0.605877    
## Alameda.l4        0.232220   0.294487   0.789 0.435533    
## Sacramento.l4     0.073097   0.623407   0.117 0.907311    
## Fresno.l4        -2.272266   0.733070  -3.100 0.003750 ** 
## Kern.l4           0.201157   0.691710   0.291 0.772865    
## SanFrancisco.l4  -0.082175   0.162348  -0.506 0.615829    
## Ventura.l4        0.697870   0.512403   1.362 0.181674    
## SanJoaquin.l4     0.889150   0.676709   1.314 0.197180    
## SanMateo.l4      -0.395354   0.146480  -2.699 0.010523 *  
## Stanislaus.l4     1.500261   0.587449   2.554 0.015032 *  
## Sonoma.l4         0.328511   0.306083   1.073 0.290290    
## Tulare.l4         1.862669   0.998734   1.865 0.070345 .  
## Solano.l4         1.483212   0.588625   2.520 0.016320 *  
## SantaBarbara.l4   0.514425   0.406837   1.264 0.214194    
## Monterey.l4       0.095020   0.330461   0.288 0.775349    
## Placer.l4        -0.213773   0.564673  -0.379 0.707224    
## SanLuisObispo.l4  0.206955   0.482337   0.429 0.670430    
## SantaCruz.l4      0.338590   0.180380   1.877 0.068628 .  
## Marin.l4         -0.086300   0.184679  -0.467 0.643104    
## Butte.l4         -0.557906   0.549813  -1.015 0.317011    
## Yolo.l4          -0.972299   0.748656  -1.299 0.202296    
## ElDorado.l4      -0.082723   0.388868  -0.213 0.832739    
## Shasta.l4        -0.583907   0.750496  -0.778 0.441636    
## Madera.l4        -0.614466   1.045735  -0.588 0.560474    
## Kings.l4         -0.430044   0.749342  -0.574 0.569607    
## Napa.l4           0.174582   0.299432   0.583 0.563497    
## Humboldt.l4       0.216789   0.292532   0.741 0.463454    
## Sutter.l4        -0.449542   1.202930  -0.374 0.710815    
## Mendocino.l4      0.218589   0.223768   0.977 0.335158    
## SanBenito.l4     -0.991993   0.504964  -1.964 0.057230 .  
## LosAngeles.l5     0.055512   0.250650   0.221 0.825977    
## SanDiego.l5       0.334675   0.468321   0.715 0.479449    
## Orange.l5         0.280586   0.279905   1.002 0.322826    
## Riverside.l5      2.877785   0.620678   4.637 4.54e-05 ***
## SanBernadino.l5   0.172042   0.487362   0.353 0.726142    
## SantaClara.l5    -0.031446   0.164359  -0.191 0.849348    
## Alameda.l5       -0.398766   0.250028  -1.595 0.119480    
## Sacramento.l5     1.544734   0.726363   2.127 0.040371 *  
## Fresno.l5        -1.626307   0.956258  -1.701 0.097624 .  
## Kern.l5           1.554964   0.838449   1.855 0.071863 .  
## SanFrancisco.l5   0.058584   0.146314   0.400 0.691230    
## Ventura.l5       -0.722945   0.384275  -1.881 0.068034 .  
## SanJoaquin.l5     0.050977   0.663805   0.077 0.939212    
## SanMateo.l5      -0.160804   0.189973  -0.846 0.402890    
## Stanislaus.l5    -0.327754   0.587592  -0.558 0.580439    
## Sonoma.l5         1.311442   0.344064   3.812 0.000520 ***
## Tulare.l5         2.079695   1.308780   1.589 0.120798    
## Solano.l5        -0.985856   0.557236  -1.769 0.085334 .  
## SantaBarbara.l5  -0.556974   0.367065  -1.517 0.137906    
## Monterey.l5      -0.315680   0.279070  -1.131 0.265457    
## Placer.l5        -1.122987   0.492549  -2.280 0.028637 *  
## SanLuisObispo.l5 -0.417959   0.435444  -0.960 0.343537    
## SantaCruz.l5     -0.135424   0.152291  -0.889 0.379777    
## Marin.l5          0.327805   0.145439   2.254 0.030386 *  
## Butte.l5         -0.312175   0.848066  -0.368 0.714953    
## Yolo.l5           0.698869   0.733087   0.953 0.346784    
## ElDorado.l5       0.413496   0.496067   0.834 0.410032    
## Shasta.l5        -1.745790   0.747917  -2.334 0.025282 *  
## Madera.l5        -0.064344   1.016824  -0.063 0.949894    
## Kings.l5         -1.081319   0.695649  -1.554 0.128836    
## Napa.l5           0.060195   0.289833   0.208 0.836642    
## Humboldt.l5       0.124897   0.295369   0.423 0.674919    
## Sutter.l5        -2.099317   0.848548  -2.474 0.018210 *  
## Mendocino.l5      0.388967   0.255357   1.523 0.136438    
## SanBenito.l5      0.196834   0.520066   0.378 0.707298    
## LosAngeles.l6    -0.351304   0.258212  -1.361 0.182121    
## SanDiego.l6       0.125272   0.379612   0.330 0.743312    
## Orange.l6         0.431846   0.260614   1.657 0.106203    
## Riverside.l6      0.508205   0.787498   0.645 0.522798    
## SanBernadino.l6  -0.409959   0.534686  -0.767 0.448242    
## SantaClara.l6     0.143859   0.109165   1.318 0.195889    
## Alameda.l6       -0.603048   0.220794  -2.731 0.009709 ** 
## Sacramento.l6    -0.746160   0.679372  -1.098 0.279361    
## Fresno.l6         0.358924   0.721811   0.497 0.622033    
## Kern.l6          -1.178160   0.708839  -1.662 0.105178    
## SanFrancisco.l6   0.357701   0.159680   2.240 0.031350 *  
## Ventura.l6       -1.144098   0.597411  -1.915 0.063452 .  
## SanJoaquin.l6    -1.219690   0.548315  -2.224 0.032478 *  
## SanMateo.l6      -0.441149   0.163019  -2.706 0.010339 *  
## Stanislaus.l6     1.229939   0.785591   1.566 0.126186    
## Sonoma.l6         1.608091   0.364072   4.417 8.78e-05 ***
## Tulare.l6         1.346516   1.079082   1.248 0.220147    
## Solano.l6        -0.095193   0.402667  -0.236 0.814457    
## SantaBarbara.l6  -0.636507   0.422261  -1.507 0.140439    
## Monterey.l6       0.718337   0.246149   2.918 0.006032 ** 
## Placer.l6        -0.653963   0.604162  -1.082 0.286259    
## SanLuisObispo.l6 -0.007220   0.362681  -0.020 0.984228    
## SantaCruz.l6     -0.025814   0.141764  -0.182 0.856534    
## Marin.l6          0.325741   0.144254   2.258 0.030097 *  
## Butte.l6         -1.286880   0.604454  -2.129 0.040165 *  
## Yolo.l6           0.805771   0.581733   1.385 0.174539    
## ElDorado.l6       0.211398   0.410622   0.515 0.609822    
## Shasta.l6         0.670896   0.699162   0.960 0.343671    
## Madera.l6        -0.819094   0.935622  -0.875 0.387131    
## Kings.l6          0.433783   0.580864   0.747 0.460041    
## Napa.l6          -0.065501   0.349519  -0.187 0.852397    
## Humboldt.l6      -0.435080   0.324949  -1.339 0.188991    
## Sutter.l6         2.101003   0.822485   2.554 0.015010 *  
## Mendocino.l6      0.591873   0.186994   3.165 0.003148 ** 
## SanBenito.l6      0.190585   0.272160   0.700 0.488261    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 420.8 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 3.06e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Riverside: 
## ========================================== 
## Riverside = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                    Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     1.498e-02  9.486e-02   0.158 0.875394    
## SanDiego.l1       9.845e-03  1.990e-01   0.049 0.960818    
## Orange.l1         6.398e-02  1.312e-01   0.488 0.628783    
## Riverside.l1      8.187e-01  3.286e-01   2.491 0.017470 *  
## SanBernadino.l1  -1.742e-01  1.759e-01  -0.990 0.328648    
## SantaClara.l1     2.101e-02  4.108e-02   0.511 0.612168    
## Alameda.l1       -5.167e-02  1.382e-01  -0.374 0.710645    
## Sacramento.l1     7.445e-01  3.802e-01   1.958 0.057971 .  
## Fresno.l1        -3.594e-01  2.513e-01  -1.430 0.161361    
## Kern.l1           4.515e-01  2.087e-01   2.163 0.037258 *  
## SanFrancisco.l1  -2.431e-01  4.489e-02  -5.415  4.2e-06 ***
## Ventura.l1        2.889e-01  1.259e-01   2.295 0.027695 *  
## SanJoaquin.l1     5.103e-01  1.650e-01   3.092 0.003829 ** 
## SanMateo.l1       6.622e-03  6.386e-02   0.104 0.917980    
## Stanislaus.l1    -1.402e-01  2.206e-01  -0.635 0.529202    
## Sonoma.l1        -2.338e-01  1.145e-01  -2.043 0.048444 *  
## Tulare.l1         7.373e-01  3.862e-01   1.909 0.064254 .  
## Solano.l1        -1.414e-01  1.870e-01  -0.756 0.454292    
## SantaBarbara.l1  -8.976e-06  1.021e-01   0.000 0.999930    
## Monterey.l1      -2.318e-01  1.393e-01  -1.665 0.104655    
## Placer.l1        -3.923e-01  3.085e-01  -1.271 0.211758    
## SanLuisObispo.l1 -2.788e-01  1.365e-01  -2.043 0.048436 *  
## SantaCruz.l1      2.443e-01  7.405e-02   3.300 0.002189 ** 
## Marin.l1          4.405e-02  6.781e-02   0.650 0.520101    
## Butte.l1          6.003e-02  2.266e-01   0.265 0.792633    
## Yolo.l1           1.817e-02  1.634e-01   0.111 0.912071    
## ElDorado.l1      -1.820e-01  1.689e-01  -1.078 0.288381    
## Shasta.l1         1.848e-02  2.687e-01   0.069 0.945547    
## Madera.l1         5.029e-01  3.921e-01   1.283 0.207760    
## Kings.l1         -1.544e-01  1.570e-01  -0.983 0.332111    
## Napa.l1          -3.879e-03  1.011e-01  -0.038 0.969602    
## Humboldt.l1      -8.229e-02  1.020e-01  -0.806 0.425335    
## Sutter.l1        -1.036e+00  2.415e-01  -4.291 0.000128 ***
## Mendocino.l1      1.143e-01  5.812e-02   1.967 0.056977 .  
## SanBenito.l1      2.306e-01  1.543e-01   1.495 0.143675    
## LosAngeles.l2    -1.673e-01  9.312e-02  -1.797 0.080765 .  
## SanDiego.l2       5.310e-01  1.998e-01   2.658 0.011653 *  
## Orange.l2        -4.638e-02  1.377e-01  -0.337 0.738136    
## Riverside.l2     -2.557e-01  3.088e-01  -0.828 0.413045    
## SanBernadino.l2   1.206e-02  1.625e-01   0.074 0.941265    
## SantaClara.l2    -2.121e-02  6.625e-02  -0.320 0.750680    
## Alameda.l2        4.513e-01  1.387e-01   3.254 0.002476 ** 
## Sacramento.l2    -1.513e+00  3.491e-01  -4.332 0.000113 ***
## Fresno.l2         3.144e-01  4.558e-01   0.690 0.494757    
## Kern.l2           1.529e-01  3.135e-01   0.488 0.628802    
## SanFrancisco.l2   1.750e-01  7.228e-02   2.422 0.020621 *  
## Ventura.l2       -4.682e-01  2.080e-01  -2.251 0.030576 *  
## SanJoaquin.l2    -3.340e-01  2.390e-01  -1.398 0.170785    
## SanMateo.l2      -3.719e-02  8.178e-02  -0.455 0.652033    
## Stanislaus.l2     6.599e-01  2.414e-01   2.734 0.009640 ** 
## Sonoma.l2         4.285e-02  1.320e-01   0.325 0.747327    
## Tulare.l2        -1.849e-01  4.708e-01  -0.393 0.696807    
## Solano.l2        -3.092e-01  2.073e-01  -1.492 0.144493    
## SantaBarbara.l2   4.923e-02  1.199e-01   0.411 0.683722    
## Monterey.l2      -1.017e-01  1.377e-01  -0.739 0.464871    
## Placer.l2         8.719e-01  3.149e-01   2.769 0.008828 ** 
## SanLuisObispo.l2  8.654e-02  1.446e-01   0.598 0.553273    
## SantaCruz.l2     -4.197e-02  9.442e-02  -0.444 0.659366    
## Marin.l2         -1.616e-01  8.725e-02  -1.852 0.072239 .  
## Butte.l2          2.187e-01  2.518e-01   0.868 0.390952    
## Yolo.l2           2.732e-01  1.978e-01   1.381 0.175699    
## ElDorado.l2      -3.106e-01  1.634e-01  -1.901 0.065384 .  
## Shasta.l2        -4.267e-02  3.165e-01  -0.135 0.893520    
## Madera.l2        -2.027e-01  3.983e-01  -0.509 0.613937    
## Kings.l2         -8.720e-02  2.654e-01  -0.329 0.744349    
## Napa.l2           7.950e-02  1.109e-01   0.717 0.478004    
## Humboldt.l2      -8.582e-02  1.405e-01  -0.611 0.545059    
## Sutter.l2         7.655e-01  3.876e-01   1.975 0.055990 .  
## Mendocino.l2     -2.281e-03  7.494e-02  -0.030 0.975891    
## SanBenito.l2      5.673e-03  1.524e-01   0.037 0.970512    
## LosAngeles.l3     1.288e-01  1.197e-01   1.076 0.288953    
## SanDiego.l3      -3.108e-01  1.890e-01  -1.644 0.108856    
## Orange.l3         8.525e-02  1.209e-01   0.705 0.485421    
## Riverside.l3     -9.639e-02  2.194e-01  -0.439 0.663055    
## SanBernadino.l3  -1.387e-01  1.779e-01  -0.780 0.440747    
## SantaClara.l3    -2.898e-02  5.769e-02  -0.502 0.618526    
## Alameda.l3        1.066e-01  1.382e-01   0.771 0.445650    
## Sacramento.l3     3.315e-01  2.918e-01   1.136 0.263469    
## Fresno.l3         4.985e-01  3.962e-01   1.258 0.216431    
## Kern.l3          -7.695e-01  3.115e-01  -2.470 0.018378 *  
## SanFrancisco.l3   2.405e-02  7.066e-02   0.340 0.735547    
## Ventura.l3       -1.943e-01  1.968e-01  -0.987 0.330149    
## SanJoaquin.l3     1.948e-01  2.544e-01   0.765 0.448977    
## SanMateo.l3      -5.334e-02  6.142e-02  -0.868 0.390944    
## Stanislaus.l3    -3.718e-01  2.875e-01  -1.293 0.204170    
## Sonoma.l3         2.141e-01  1.388e-01   1.542 0.131884    
## Tulare.l3         4.564e-02  3.781e-01   0.121 0.904599    
## Solano.l3        -2.419e-01  2.920e-01  -0.828 0.412883    
## SantaBarbara.l3  -7.936e-02  1.178e-01  -0.674 0.504651    
## Monterey.l3       2.576e-01  1.585e-01   1.625 0.112951    
## Placer.l3        -2.198e-01  1.788e-01  -1.229 0.226976    
## SanLuisObispo.l3  2.011e-01  1.832e-01   1.098 0.279701    
## SantaCruz.l3     -9.442e-02  7.763e-02  -1.216 0.231790    
## Marin.l3          4.794e-02  9.570e-02   0.501 0.619434    
## Butte.l3         -5.027e-01  2.089e-01  -2.407 0.021360 *  
## Yolo.l3          -2.044e-01  2.008e-01  -1.018 0.315489    
## ElDorado.l3       2.656e-01  1.621e-01   1.638 0.110067    
## Shasta.l3         2.806e-01  2.641e-01   1.062 0.295177    
## Madera.l3        -3.182e-01  3.635e-01  -0.875 0.387182    
## Kings.l3          2.881e-01  2.655e-01   1.085 0.285059    
## Napa.l3           2.745e-02  1.231e-01   0.223 0.824792    
## Humboldt.l3       5.051e-02  1.377e-01   0.367 0.715977    
## Sutter.l3        -8.951e-01  4.452e-01  -2.011 0.051886 .  
## Mendocino.l3     -9.216e-03  6.763e-02  -0.136 0.892360    
## SanBenito.l3     -1.339e-01  1.835e-01  -0.730 0.470039    
## LosAngeles.l4     9.151e-02  1.065e-01   0.860 0.395749    
## SanDiego.l4      -5.861e-01  2.027e-01  -2.892 0.006453 ** 
## Orange.l4        -9.597e-03  1.052e-01  -0.091 0.927806    
## Riverside.l4      3.870e-01  3.188e-01   1.214 0.232750    
## SanBernadino.l4  -1.258e-01  1.959e-01  -0.642 0.524687    
## SantaClara.l4    -4.529e-02  6.315e-02  -0.717 0.477889    
## Alameda.l4       -1.856e-01  1.133e-01  -1.638 0.110082    
## Sacramento.l4     2.570e-01  2.398e-01   1.072 0.291074    
## Fresno.l4        -8.414e-01  2.820e-01  -2.984 0.005087 ** 
## Kern.l4           7.090e-01  2.661e-01   2.665 0.011458 *  
## SanFrancisco.l4  -9.234e-02  6.245e-02  -1.479 0.147918    
## Ventura.l4        4.705e-01  1.971e-01   2.387 0.022353 *  
## SanJoaquin.l4    -2.428e-01  2.603e-01  -0.933 0.357260    
## SanMateo.l4      -4.528e-02  5.635e-02  -0.804 0.426888    
## Stanislaus.l4     5.520e-01  2.260e-01   2.443 0.019615 *  
## Sonoma.l4        -2.077e-02  1.177e-01  -0.176 0.860938    
## Tulare.l4        -1.015e+00  3.842e-01  -2.643 0.012089 *  
## Solano.l4         6.199e-01  2.264e-01   2.738 0.009548 ** 
## SantaBarbara.l4   7.203e-02  1.565e-01   0.460 0.648110    
## Monterey.l4       5.886e-02  1.271e-01   0.463 0.646125    
## Placer.l4        -2.287e-02  2.172e-01  -0.105 0.916717    
## SanLuisObispo.l4 -1.666e-01  1.855e-01  -0.898 0.375104    
## SantaCruz.l4      9.625e-02  6.939e-02   1.387 0.173912    
## Marin.l4         -1.371e-02  7.104e-02  -0.193 0.848045    
## Butte.l4          7.859e-02  2.115e-01   0.372 0.712378    
## Yolo.l4           3.425e-01  2.880e-01   1.189 0.242076    
## ElDorado.l4      -1.085e-01  1.496e-01  -0.725 0.472991    
## Shasta.l4        -9.624e-02  2.887e-01  -0.333 0.740793    
## Madera.l4         5.302e-01  4.023e-01   1.318 0.195800    
## Kings.l4         -3.634e-01  2.882e-01  -1.261 0.215470    
## Napa.l4           8.231e-02  1.152e-01   0.715 0.479442    
## Humboldt.l4       8.945e-02  1.125e-01   0.795 0.431856    
## Sutter.l4         4.804e-01  4.627e-01   1.038 0.306143    
## Mendocino.l4      9.618e-02  8.608e-02   1.117 0.271210    
## SanBenito.l4     -3.143e-01  1.942e-01  -1.618 0.114406    
## LosAngeles.l5    -5.459e-02  9.642e-02  -0.566 0.574780    
## SanDiego.l5       3.421e-01  1.801e-01   1.899 0.065617 .  
## Orange.l5         7.492e-02  1.077e-01   0.696 0.491032    
## Riverside.l5      2.891e-01  2.388e-01   1.211 0.233839    
## SanBernadino.l5  -4.145e-02  1.875e-01  -0.221 0.826272    
## SantaClara.l5     2.955e-02  6.322e-02   0.467 0.643041    
## Alameda.l5        5.587e-02  9.618e-02   0.581 0.564913    
## Sacramento.l5    -1.784e-01  2.794e-01  -0.639 0.527098    
## Fresno.l5        -5.447e-02  3.678e-01  -0.148 0.883101    
## Kern.l5          -2.592e-02  3.225e-01  -0.080 0.936390    
## SanFrancisco.l5   1.587e-02  5.628e-02   0.282 0.779564    
## Ventura.l5       -4.274e-01  1.478e-01  -2.892 0.006463 ** 
## SanJoaquin.l5     7.248e-02  2.553e-01   0.284 0.778138    
## SanMateo.l5       2.162e-01  7.308e-02   2.958 0.005444 ** 
## Stanislaus.l5    -1.636e-01  2.260e-01  -0.724 0.473899    
## Sonoma.l5        -4.769e-02  1.324e-01  -0.360 0.720730    
## Tulare.l5        -3.955e-01  5.034e-01  -0.786 0.437240    
## Solano.l5        -1.492e-01  2.144e-01  -0.696 0.490800    
## SantaBarbara.l5   1.169e-02  1.412e-01   0.083 0.934453    
## Monterey.l5      -1.605e-01  1.073e-01  -1.495 0.143708    
## Placer.l5         1.984e-01  1.895e-01   1.047 0.302090    
## SanLuisObispo.l5  1.419e-01  1.675e-01   0.847 0.402669    
## SantaCruz.l5     -7.325e-02  5.858e-02  -1.250 0.219223    
## Marin.l5         -1.132e-01  5.595e-02  -2.023 0.050519 .  
## Butte.l5          4.774e-01  3.262e-01   1.464 0.151991    
## Yolo.l5          -2.074e-01  2.820e-01  -0.736 0.466710    
## ElDorado.l5       1.188e-02  1.908e-01   0.062 0.950721    
## Shasta.l5         1.805e-01  2.877e-01   0.627 0.534470    
## Madera.l5        -2.220e-01  3.911e-01  -0.567 0.573914    
## Kings.l5         -5.057e-02  2.676e-01  -0.189 0.851173    
## Napa.l5           2.067e-02  1.115e-01   0.185 0.853942    
## Humboldt.l5      -8.812e-02  1.136e-01  -0.776 0.443081    
## Sutter.l5         3.416e-01  3.264e-01   1.046 0.302354    
## Mendocino.l5      5.703e-02  9.823e-02   0.581 0.565106    
## SanBenito.l5      7.586e-02  2.001e-01   0.379 0.706778    
## LosAngeles.l6    -3.525e-02  9.933e-02  -0.355 0.724711    
## SanDiego.l6       1.122e-01  1.460e-01   0.768 0.447407    
## Orange.l6         1.080e-01  1.002e-01   1.077 0.288550    
## Riverside.l6     -4.699e-01  3.029e-01  -1.551 0.129606    
## SanBernadino.l6  -1.278e-01  2.057e-01  -0.621 0.538260    
## SantaClara.l6    -1.534e-02  4.199e-02  -0.365 0.716981    
## Alameda.l6       -6.310e-02  8.493e-02  -0.743 0.462359    
## Sacramento.l6    -3.331e-02  2.613e-01  -0.127 0.899269    
## Fresno.l6         1.598e-01  2.777e-01   0.576 0.568441    
## Kern.l6           2.866e-02  2.727e-01   0.105 0.916885    
## SanFrancisco.l6   2.901e-02  6.142e-02   0.472 0.639601    
## Ventura.l6       -1.639e-01  2.298e-01  -0.713 0.480196    
## SanJoaquin.l6    -1.043e-01  2.109e-01  -0.494 0.624003    
## SanMateo.l6      -1.309e-01  6.271e-02  -2.087 0.044039 *  
## Stanislaus.l6    -3.507e-01  3.022e-01  -1.161 0.253475    
## Sonoma.l6         1.904e-01  1.400e-01   1.360 0.182359    
## Tulare.l6         7.752e-01  4.151e-01   1.868 0.069985 .  
## Solano.l6         3.313e-01  1.549e-01   2.139 0.039279 *  
## SantaBarbara.l6  -1.154e-01  1.624e-01  -0.710 0.481994    
## Monterey.l6       1.917e-01  9.469e-02   2.024 0.050414 .  
## Placer.l6         1.686e-01  2.324e-01   0.725 0.472876    
## SanLuisObispo.l6  5.263e-02  1.395e-01   0.377 0.708218    
## SantaCruz.l6      4.266e-02  5.453e-02   0.782 0.439141    
## Marin.l6          2.292e-02  5.549e-02   0.413 0.682060    
## Butte.l6         -4.019e-01  2.325e-01  -1.728 0.092500 .  
## Yolo.l6          -1.948e-01  2.238e-01  -0.871 0.389767    
## ElDorado.l6      -1.472e-01  1.580e-01  -0.932 0.357450    
## Shasta.l6         4.184e-01  2.689e-01   1.556 0.128489    
## Madera.l6        -7.770e-02  3.599e-01  -0.216 0.830302    
## Kings.l6          9.488e-02  2.234e-01   0.425 0.673618    
## Napa.l6          -2.982e-02  1.344e-01  -0.222 0.825717    
## Humboldt.l6      -9.815e-02  1.250e-01  -0.785 0.437469    
## Sutter.l6         1.136e-01  3.164e-01   0.359 0.721618    
## Mendocino.l6      8.177e-02  7.193e-02   1.137 0.263136    
## SanBenito.l6     -1.136e-02  1.047e-01  -0.109 0.914177    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 161.9 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 6.343e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation SanBernadino: 
## ============================================= 
## SanBernadino = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                    Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.0129345  0.1183476   0.109 0.913577    
## SanDiego.l1       0.1408913  0.2482841   0.567 0.573924    
## Orange.l1         0.1773652  0.1636987   1.083 0.285796    
## Riverside.l1      0.1286850  0.4099892   0.314 0.755428    
## SanBernadino.l1   0.4456223  0.2194302   2.031 0.049709 *  
## SantaClara.l1     0.0130779  0.0512491   0.255 0.800033    
## Alameda.l1        0.2069961  0.1723908   1.201 0.237694    
## Sacramento.l1     0.3344419  0.4743097   0.705 0.485277    
## Fresno.l1        -1.1822509  0.3135514  -3.771 0.000586 ***
## Kern.l1           0.5516830  0.2604343   2.118 0.041118 *  
## SanFrancisco.l1  -0.2895142  0.0560040  -5.170 8.94e-06 ***
## Ventura.l1       -0.0948061  0.1570670  -0.604 0.549892    
## SanJoaquin.l1     0.4069557  0.2059109   1.976 0.055814 .  
## SanMateo.l1      -0.0468142  0.0796701  -0.588 0.560469    
## Stanislaus.l1     0.0167696  0.2752389   0.061 0.951754    
## Sonoma.l1        -0.6090320  0.1428076  -4.265 0.000138 ***
## Tulare.l1         0.4130894  0.4818650   0.857 0.396966    
## Solano.l1        -0.0984092  0.2332584  -0.422 0.675615    
## SantaBarbara.l1   0.0746127  0.1274396   0.585 0.561881    
## Monterey.l1      -0.5119931  0.1737337  -2.947 0.005600 ** 
## Placer.l1        -0.2913859  0.3849488  -0.757 0.454007    
## SanLuisObispo.l1 -0.4267509  0.1702618  -2.506 0.016852 *  
## SantaCruz.l1      0.2314098  0.0923883   2.505 0.016920 *  
## Marin.l1          0.1132686  0.0846000   1.339 0.189006    
## Butte.l1          0.6327443  0.2827658   2.238 0.031521 *  
## Yolo.l1           0.3781336  0.2038208   1.855 0.071767 .  
## ElDorado.l1      -0.3199105  0.2107428  -1.518 0.137745    
## Shasta.l1        -0.7285734  0.3351856  -2.174 0.036389 *  
## Madera.l1         1.3820841  0.4891558   2.825 0.007654 ** 
## Kings.l1         -0.1935784  0.1959085  -0.988 0.329696    
## Napa.l1           0.1745100  0.1261277   1.384 0.175001    
## Humboldt.l1       0.0375604  0.1273165   0.295 0.769677    
## Sutter.l1        -0.6688036  0.3013012  -2.220 0.032825 *  
## Mendocino.l1     -0.0025299  0.0725115  -0.035 0.972360    
## SanBenito.l1      0.2937443  0.1924885   1.526 0.135740    
## LosAngeles.l2     0.1605556  0.1161783   1.382 0.175495    
## SanDiego.l2       0.8400172  0.2492318   3.370 0.001803 ** 
## Orange.l2         0.0144584  0.1717414   0.084 0.933374    
## Riverside.l2     -0.6042837  0.3852360  -1.569 0.125489    
## SanBernadino.l2  -0.2748464  0.2027213  -1.356 0.183612    
## SantaClara.l2    -0.1327253  0.0826510  -1.606 0.117044    
## Alameda.l2        0.5887138  0.1730379   3.402 0.001652 ** 
## Sacramento.l2    -0.8175790  0.4355826  -1.877 0.068644 .  
## Fresno.l2         0.4121260  0.5686326   0.725 0.473280    
## Kern.l2           0.2290597  0.3911901   0.586 0.561834    
## SanFrancisco.l2   0.0280340  0.0901805   0.311 0.757696    
## Ventura.l2       -0.6396242  0.2595038  -2.465 0.018614 *  
## SanJoaquin.l2     0.1231009  0.2981768   0.413 0.682169    
## SanMateo.l2      -0.1704957  0.1020259  -1.671 0.103374    
## Stanislaus.l2     1.1072035  0.3011359   3.677 0.000765 ***
## Sonoma.l2         0.3054592  0.1646850   1.855 0.071828 .  
## Tulare.l2        -0.7711019  0.5873240  -1.313 0.197522    
## Solano.l2        -0.8092695  0.2586520  -3.129 0.003470 ** 
## SantaBarbara.l2   0.2217892  0.1495469   1.483 0.146757    
## Monterey.l2      -0.1297641  0.1717880  -0.755 0.454939    
## Placer.l2         0.7828082  0.3928267   1.993 0.053911 .  
## SanLuisObispo.l2  0.0159277  0.1804061   0.088 0.930137    
## SantaCruz.l2     -0.0905696  0.1178009  -0.769 0.447005    
## Marin.l2         -0.1385890  0.1088558  -1.273 0.211127    
## Butte.l2          0.2160415  0.3141915   0.688 0.496104    
## Yolo.l2           0.0382014  0.2467790   0.155 0.877844    
## ElDorado.l2      -0.4587951  0.2038961  -2.250 0.030646 *  
## Shasta.l2         0.4594655  0.3949228   1.163 0.252308    
## Madera.l2        -0.9120693  0.4969111  -1.835 0.074707 .  
## Kings.l2         -0.1046642  0.3310774  -0.316 0.753728    
## Napa.l2           0.0515319  0.1383416   0.372 0.711707    
## Humboldt.l2       0.0399260  0.1752523   0.228 0.821075    
## Sutter.l2        -0.0465756  0.4836385  -0.096 0.923814    
## Mendocino.l2      0.1488647  0.0935034   1.592 0.120111    
## SanBenito.l2      0.0739601  0.1901448   0.389 0.699591    
## LosAngeles.l3     0.1200764  0.1493390   0.804 0.426645    
## SanDiego.l3      -0.4938941  0.2358636  -2.094 0.043366 *  
## Orange.l3         0.2773434  0.1508989   1.838 0.074335 .  
## Riverside.l3      0.1389438  0.2737522   0.508 0.614862    
## SanBernadino.l3  -0.8330942  0.2219336  -3.754 0.000614 ***
## SantaClara.l3    -0.0552672  0.0719808  -0.768 0.447610    
## Alameda.l3        0.0432583  0.1724157   0.251 0.803321    
## Sacramento.l3     0.0629231  0.3640374   0.173 0.863739    
## Fresno.l3         0.1632856  0.4943455   0.330 0.743083    
## Kern.l3          -0.3927706  0.3886829  -1.011 0.318992    
## SanFrancisco.l3   0.0902048  0.0881601   1.023 0.313044    
## Ventura.l3       -0.0179493  0.2455615  -0.073 0.942135    
## SanJoaquin.l3    -0.1941032  0.3174537  -0.611 0.544752    
## SanMateo.l3       0.0201135  0.0766327   0.262 0.794458    
## Stanislaus.l3    -0.1074000  0.3586654  -0.299 0.766324    
## Sonoma.l3         0.1588631  0.1732315   0.917 0.365216    
## Tulare.l3         0.8963090  0.4717126   1.900 0.065450 .  
## Solano.l3        -0.2265570  0.3643490  -0.622 0.537983    
## SantaBarbara.l3  -0.2743607  0.1469146  -1.867 0.069993 .  
## Monterey.l3       0.3034238  0.1978087   1.534 0.133791    
## Placer.l3         0.0799416  0.2231021   0.358 0.722198    
## SanLuisObispo.l3  0.1846190  0.2286273   0.808 0.424676    
## SantaCruz.l3     -0.1233269  0.0968518  -1.273 0.211053    
## Marin.l3          0.0277551  0.1193946   0.232 0.817493    
## Butte.l3         -0.7526646  0.2606024  -2.888 0.006519 ** 
## Yolo.l3          -0.3895488  0.2505587  -1.555 0.128761    
## ElDorado.l3       0.2221388  0.2022302   1.098 0.279303    
## Shasta.l3         0.7696996  0.3295562   2.336 0.025203 *  
## Madera.l3        -0.4561626  0.4535522  -1.006 0.321246    
## Kings.l3          0.2888290  0.3312226   0.872 0.388982    
## Napa.l3           0.0695922  0.1535462   0.453 0.653101    
## Humboldt.l3       0.1626223  0.1718398   0.946 0.350274    
## Sutter.l3        -0.1850364  0.5553858  -0.333 0.740941    
## Mendocino.l3     -0.0005164  0.0843762  -0.006 0.995150    
## SanBenito.l3     -0.0267440  0.2288896  -0.117 0.907634    
## LosAngeles.l4    -0.1839098  0.1328388  -1.384 0.174740    
## SanDiego.l4      -0.7153080  0.2528538  -2.829 0.007587 ** 
## Orange.l4         0.1416781  0.1312238   1.080 0.287471    
## Riverside.l4      0.6266122  0.3977860   1.575 0.123947    
## SanBernadino.l4  -0.1152178  0.2443883  -0.471 0.640161    
## SantaClara.l4     0.0766404  0.0787895   0.973 0.337182    
## Alameda.l4       -0.0498140  0.1413315  -0.352 0.726547    
## Sacramento.l4    -0.3062976  0.2991887  -1.024 0.312779    
## Fresno.l4        -0.8014778  0.3518185  -2.278 0.028758 *  
## Kern.l4           0.7952195  0.3319687   2.395 0.021923 *  
## SanFrancisco.l4  -0.0862046  0.0779150  -1.106 0.275895    
## Ventura.l4        0.2065717  0.2459151   0.840 0.406446    
## SanJoaquin.l4     0.1680069  0.3247693   0.517 0.608103    
## SanMateo.l4      -0.0155704  0.0702994  -0.221 0.825965    
## Stanislaus.l4     0.6473398  0.2819312   2.296 0.027600 *  
## Sonoma.l4         0.1136856  0.1468966   0.774 0.444034    
## Tulare.l4        -0.6765283  0.4793172  -1.411 0.166699    
## Solano.l4         1.0030273  0.2824958   3.551 0.001093 ** 
## SantaBarbara.l4   0.1597324  0.1952512   0.818 0.418690    
## Monterey.l4      -0.2286650  0.1585964  -1.442 0.158001    
## Placer.l4        -0.1090305  0.2710006  -0.402 0.689823    
## SanLuisObispo.l4 -0.1511840  0.2314853  -0.653 0.517839    
## SantaCruz.l4      0.2308178  0.0865687   2.666 0.011414 *  
## Marin.l4         -0.0726072  0.0886320  -0.819 0.418063    
## Butte.l4         -0.0141046  0.2638689  -0.053 0.957666    
## Yolo.l4           0.2813882  0.3592986   0.783 0.438655    
## ElDorado.l4       0.0608071  0.1866276   0.326 0.746447    
## Shasta.l4        -0.4434270  0.3601817  -1.231 0.226261    
## Madera.l4         0.9071927  0.5018742   1.808 0.079029 .  
## Kings.l4         -0.0944552  0.3596277  -0.263 0.794320    
## Napa.l4          -0.1248569  0.1437046  -0.869 0.390688    
## Humboldt.l4       0.1039239  0.1403934   0.740 0.463959    
## Sutter.l4        -0.3540643  0.5773158  -0.613 0.543538    
## Mendocino.l4      0.0796055  0.1073916   0.741 0.463342    
## SanBenito.l4     -0.4917717  0.2423449  -2.029 0.049879 *  
## LosAngeles.l5     0.1825302  0.1202931   1.517 0.137904    
## SanDiego.l5       0.5386426  0.2247590   2.397 0.021869 *  
## Orange.l5         0.0721128  0.1343336   0.537 0.594695    
## Riverside.l5      0.5352024  0.2978787   1.797 0.080776 .  
## SanBernadino.l5   0.1158548  0.2338971   0.495 0.623382    
## SantaClara.l5    -0.0559314  0.0788799  -0.709 0.482848    
## Alameda.l5        0.0895614  0.1199946   0.746 0.460286    
## Sacramento.l5     0.3763528  0.3485994   1.080 0.287494    
## Fresno.l5        -0.6086382  0.4589321  -1.326 0.193125    
## Kern.l5           0.0311127  0.4023927   0.077 0.938798    
## SanFrancisco.l5   0.0464721  0.0702198   0.662 0.512308    
## Ventura.l5       -0.5688104  0.1844230  -3.084 0.003906 ** 
## SanJoaquin.l5    -0.1213236  0.3185766  -0.381 0.705567    
## SanMateo.l5       0.0554662  0.0911727   0.608 0.546765    
## Stanislaus.l5     0.1328956  0.2820000   0.471 0.640298    
## Sonoma.l5         0.4164994  0.1651251   2.522 0.016221 *  
## Tulare.l5         0.0706364  0.6281159   0.112 0.911085    
## Solano.l5        -0.6505053  0.2674314  -2.432 0.020098 *  
## SantaBarbara.l5   0.1548986  0.1761637   0.879 0.385077    
## Monterey.l5      -0.1375789  0.1339327  -1.027 0.311168    
## Placer.l5         0.2763319  0.2363866   1.169 0.250093    
## SanLuisObispo.l5  0.2009928  0.2089806   0.962 0.342577    
## SantaCruz.l5     -0.0776152  0.0730883  -1.062 0.295336    
## Marin.l5         -0.1512513  0.0697998  -2.167 0.036935 *  
## Butte.l5          0.0809163  0.4070079   0.199 0.843532    
## Yolo.l5          -0.5931602  0.3518264  -1.686 0.100456    
## ElDorado.l5      -0.3332789  0.2380747  -1.400 0.170105    
## Shasta.l5         0.8654319  0.3589440   2.411 0.021136 *  
## Madera.l5        -1.4205121  0.4879991  -2.911 0.006149 ** 
## Kings.l5         -0.2841805  0.3338591  -0.851 0.400285    
## Napa.l5           0.0499820  0.1390978   0.359 0.721447    
## Humboldt.l5      -0.1148536  0.1417549  -0.810 0.423134    
## Sutter.l5         0.5437607  0.4072393   1.335 0.190181    
## Mendocino.l5      0.2347490  0.1225521   1.916 0.063398 .  
## SanBenito.l5     -0.1246296  0.2495924  -0.499 0.620583    
## LosAngeles.l6    -0.2189111  0.1239221  -1.767 0.085787 .  
## SanDiego.l6      -0.0669441  0.1821852  -0.367 0.715434    
## Orange.l6         0.3885743  0.1250750   3.107 0.003680 ** 
## Riverside.l6     -0.1302446  0.3779397  -0.345 0.732387    
## SanBernadino.l6  -0.0386155  0.2566089  -0.150 0.881223    
## SantaClara.l6     0.0035173  0.0523908   0.067 0.946846    
## Alameda.l6       -0.4226321  0.1059643  -3.988 0.000312 ***
## Sacramento.l6    -0.1492677  0.3260475  -0.458 0.649840    
## Fresno.l6         0.5202405  0.3464149   1.502 0.141874    
## Kern.l6          -0.0315036  0.3401895  -0.093 0.926730    
## SanFrancisco.l6   0.0853990  0.0766345   1.114 0.272506    
## Ventura.l6       -0.5639299  0.2867126  -1.967 0.056941 .  
## SanJoaquin.l6    -0.2867303  0.2631498  -1.090 0.283126    
## SanMateo.l6       0.0121849  0.0782370   0.156 0.877105    
## Stanislaus.l6    -0.1142657  0.3770247  -0.303 0.763579    
## Sonoma.l6         0.3443537  0.1747270   1.971 0.056472 .  
## Tulare.l6         0.4969982  0.5178781   0.960 0.343617    
## Solano.l6         0.2671945  0.1932497   1.383 0.175293    
## SantaBarbara.l6  -0.5272458  0.2026533  -2.602 0.013379 *  
## Monterey.l6       0.3331871  0.1181331   2.820 0.007753 ** 
## Placer.l6         0.1455695  0.2899524   0.502 0.618692    
## SanLuisObispo.l6 -0.1932942  0.1740597  -1.111 0.274144    
## SantaCruz.l6      0.1744841  0.0680363   2.565 0.014646 *  
## Marin.l6         -0.0200432  0.0692309  -0.290 0.773850    
## Butte.l6         -0.4495829  0.2900925  -1.550 0.129939    
## Yolo.l6           0.1912195  0.2791881   0.685 0.497785    
## ElDorado.l6       0.1777306  0.1970676   0.902 0.373117    
## Shasta.l6         0.3203280  0.3355451   0.955 0.346122    
## Madera.l6        -0.7444278  0.4490282  -1.658 0.106035    
## Kings.l6          0.2440303  0.2787709   0.875 0.387171    
## Napa.l6           0.2189848  0.1677427   1.305 0.200011    
## Humboldt.l6      -0.3322145  0.1559512  -2.130 0.040055 *  
## Sutter.l6         1.1021197  0.3947309   2.792 0.008331 ** 
## Mendocino.l6      0.2411714  0.0897428   2.687 0.010833 *  
## SanBenito.l6     -0.0478095  0.1306165  -0.366 0.716486    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 202 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 3.204e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation SantaClara: 
## =========================================== 
## SantaClara = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                    Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     1.070e+00  4.949e-01   2.163 0.037292 *  
## SanDiego.l1       6.303e-01  1.038e+00   0.607 0.547640    
## Orange.l1        -7.943e-01  6.845e-01  -1.160 0.253565    
## Riverside.l1      1.264e-01  1.714e+00   0.074 0.941619    
## SanBernadino.l1  -1.754e+00  9.176e-01  -1.912 0.063897 .  
## SantaClara.l1     7.485e-01  2.143e-01   3.493 0.001285 ** 
## Alameda.l1        6.801e-01  7.209e-01   0.943 0.351725    
## Sacramento.l1    -1.742e+00  1.983e+00  -0.878 0.385558    
## Fresno.l1        -2.992e+00  1.311e+00  -2.282 0.028506 *  
## Kern.l1           1.866e+00  1.089e+00   1.713 0.095230 .  
## SanFrancisco.l1  -9.380e-01  2.342e-01  -4.005 0.000297 ***
## Ventura.l1       -2.104e-01  6.568e-01  -0.320 0.750622    
## SanJoaquin.l1     5.200e-01  8.611e-01   0.604 0.549682    
## SanMateo.l1      -3.337e-02  3.332e-01  -0.100 0.920763    
## Stanislaus.l1    -2.249e-01  1.151e+00  -0.195 0.846199    
## Sonoma.l1        -1.076e+00  5.972e-01  -1.802 0.079979 .  
## Tulare.l1        -2.806e+00  2.015e+00  -1.392 0.172351    
## Solano.l1        -6.850e-01  9.754e-01  -0.702 0.487039    
## SantaBarbara.l1  -1.398e+00  5.329e-01  -2.624 0.012664 *  
## Monterey.l1       1.603e-02  7.265e-01   0.022 0.982522    
## Placer.l1         7.490e-01  1.610e+00   0.465 0.644531    
## SanLuisObispo.l1  5.438e-05  7.120e-01   0.000 0.999939    
## SantaCruz.l1     -1.422e-01  3.863e-01  -0.368 0.714923    
## Marin.l1          2.446e-01  3.538e-01   0.691 0.493791    
## Butte.l1          5.989e-01  1.182e+00   0.507 0.615578    
## Yolo.l1           2.259e+00  8.523e-01   2.650 0.011885 *  
## ElDorado.l1       2.499e+00  8.813e-01   2.835 0.007461 ** 
## Shasta.l1        -3.356e+00  1.402e+00  -2.395 0.021968 *  
## Madera.l1         8.072e+00  2.046e+00   3.946 0.000353 ***
## Kings.l1          1.182e+00  8.192e-01   1.443 0.157728    
## Napa.l1          -2.752e-01  5.274e-01  -0.522 0.605081    
## Humboldt.l1       8.983e-02  5.324e-01   0.169 0.866964    
## Sutter.l1        -2.480e+00  1.260e+00  -1.969 0.056728 .  
## Mendocino.l1     -4.074e-01  3.032e-01  -1.344 0.187448    
## SanBenito.l1      1.696e+00  8.049e-01   2.107 0.042186 *  
## LosAngeles.l2    -4.208e-02  4.858e-01  -0.087 0.931450    
## SanDiego.l2       4.221e+00  1.042e+00   4.050 0.000260 ***
## Orange.l2        -2.930e-02  7.182e-01  -0.041 0.967686    
## Riverside.l2     -3.189e+00  1.611e+00  -1.979 0.055471 .  
## SanBernadino.l2   1.356e+00  8.477e-01   1.600 0.118338    
## SantaClara.l2    -2.859e-01  3.456e-01  -0.827 0.413645    
## Alameda.l2        1.844e+00  7.236e-01   2.548 0.015234 *  
## Sacramento.l2    -6.421e+00  1.821e+00  -3.525 0.001174 ** 
## Fresno.l2        -8.359e-01  2.378e+00  -0.352 0.727250    
## Kern.l2           1.827e+00  1.636e+00   1.117 0.271337    
## SanFrancisco.l2  -4.036e-01  3.771e-01  -1.070 0.291643    
## Ventura.l2       -2.410e+00  1.085e+00  -2.221 0.032760 *  
## SanJoaquin.l2     2.698e-01  1.247e+00   0.216 0.829945    
## SanMateo.l2      -5.591e-01  4.266e-01  -1.311 0.198305    
## Stanislaus.l2     4.243e+00  1.259e+00   3.369 0.001809 ** 
## Sonoma.l2        -3.182e-02  6.887e-01  -0.046 0.963398    
## Tulare.l2        -6.729e-01  2.456e+00  -0.274 0.785677    
## Solano.l2        -2.731e-01  1.082e+00  -0.252 0.802100    
## SantaBarbara.l2   8.416e-01  6.254e-01   1.346 0.186806    
## Monterey.l2      -1.555e+00  7.184e-01  -2.164 0.037156 *  
## Placer.l2         3.681e+00  1.643e+00   2.241 0.031302 *  
## SanLuisObispo.l2 -8.615e-01  7.544e-01  -1.142 0.261039    
## SantaCruz.l2     -5.887e-01  4.926e-01  -1.195 0.239847    
## Marin.l2          1.143e-01  4.552e-01   0.251 0.803171    
## Butte.l2         -2.259e-02  1.314e+00  -0.017 0.986377    
## Yolo.l2          -2.364e-02  1.032e+00  -0.023 0.981851    
## ElDorado.l2      -1.507e+00  8.526e-01  -1.767 0.085673 .  
## Shasta.l2         2.201e+00  1.651e+00   1.333 0.191001    
## Madera.l2        -3.374e+00  2.078e+00  -1.624 0.113135    
## Kings.l2          1.021e+00  1.384e+00   0.738 0.465592    
## Napa.l2           1.979e-01  5.785e-01   0.342 0.734224    
## Humboldt.l2      -7.657e-01  7.329e-01  -1.045 0.303106    
## Sutter.l2         6.355e-01  2.022e+00   0.314 0.755176    
## Mendocino.l2      1.210e+00  3.910e-01   3.094 0.003809 ** 
## SanBenito.l2      2.564e-01  7.951e-01   0.322 0.749008    
## LosAngeles.l3    -2.769e-01  6.245e-01  -0.443 0.660161    
## SanDiego.l3      -1.192e+00  9.863e-01  -1.208 0.234789    
## Orange.l3         2.228e+00  6.310e-01   3.531 0.001154 ** 
## Riverside.l3     -1.047e+00  1.145e+00  -0.915 0.366360    
## SanBernadino.l3  -8.032e-01  9.281e-01  -0.865 0.392516    
## SantaClara.l3    -3.814e-01  3.010e-01  -1.267 0.213224    
## Alameda.l3        4.196e-01  7.210e-01   0.582 0.564180    
## Sacramento.l3     2.905e-01  1.522e+00   0.191 0.849713    
## Fresno.l3         4.423e+00  2.067e+00   2.140 0.039238 *  
## Kern.l3          -2.623e+00  1.625e+00  -1.614 0.115295    
## SanFrancisco.l3   1.438e+00  3.687e-01   3.900 0.000403 ***
## Ventura.l3       -2.257e+00  1.027e+00  -2.198 0.034488 *  
## SanJoaquin.l3     6.415e-01  1.328e+00   0.483 0.631854    
## SanMateo.l3      -9.237e-01  3.205e-01  -2.882 0.006616 ** 
## Stanislaus.l3     3.271e-01  1.500e+00   0.218 0.828615    
## Sonoma.l3        -5.590e-01  7.244e-01  -0.772 0.445313    
## Tulare.l3         7.933e-01  1.973e+00   0.402 0.689945    
## Solano.l3        -5.559e-01  1.524e+00  -0.365 0.717336    
## SantaBarbara.l3   1.441e-01  6.144e-01   0.235 0.815866    
## Monterey.l3       2.290e-01  8.272e-01   0.277 0.783446    
## Placer.l3         2.365e-01  9.330e-01   0.253 0.801362    
## SanLuisObispo.l3  4.938e-01  9.561e-01   0.516 0.608666    
## SantaCruz.l3     -5.874e-01  4.050e-01  -1.450 0.155597    
## Marin.l3         -8.294e-02  4.993e-01  -0.166 0.868993    
## Butte.l3         -2.259e-01  1.090e+00  -0.207 0.836980    
## Yolo.l3          -2.246e+00  1.048e+00  -2.144 0.038897 *  
## ElDorado.l3      -7.695e-01  8.457e-01  -0.910 0.368919    
## Shasta.l3         3.271e+00  1.378e+00   2.373 0.023091 *  
## Madera.l3        -1.810e+00  1.897e+00  -0.954 0.346409    
## Kings.l3         -1.836e-01  1.385e+00  -0.133 0.895297    
## Napa.l3           4.676e-01  6.421e-01   0.728 0.471203    
## Humboldt.l3       1.550e+00  7.186e-01   2.157 0.037728 *  
## Sutter.l3        -1.256e+00  2.322e+00  -0.541 0.591974    
## Mendocino.l3     -2.638e-01  3.528e-01  -0.748 0.459517    
## SanBenito.l3     -6.365e-01  9.572e-01  -0.665 0.510283    
## LosAngeles.l4    -5.459e-01  5.555e-01  -0.983 0.332338    
## SanDiego.l4      -9.261e-02  1.057e+00  -0.088 0.930692    
## Orange.l4         2.889e-01  5.487e-01   0.527 0.601763    
## Riverside.l4     -6.362e-01  1.663e+00  -0.382 0.704349    
## SanBernadino.l4  -7.740e-01  1.022e+00  -0.757 0.453766    
## SantaClara.l4     3.057e-01  3.295e-01   0.928 0.359692    
## Alameda.l4        4.382e-01  5.910e-01   0.741 0.463251    
## Sacramento.l4     1.838e+00  1.251e+00   1.469 0.150559    
## Fresno.l4        -4.802e+00  1.471e+00  -3.264 0.002411 ** 
## Kern.l4          -6.210e-01  1.388e+00  -0.447 0.657318    
## SanFrancisco.l4  -6.531e-01  3.258e-01  -2.005 0.052576 .  
## Ventura.l4       -9.080e-01  1.028e+00  -0.883 0.383111    
## SanJoaquin.l4     1.568e+00  1.358e+00   1.155 0.255882    
## SanMateo.l4      -3.475e-02  2.940e-01  -0.118 0.906549    
## Stanislaus.l4     1.955e+00  1.179e+00   1.659 0.105899    
## Sonoma.l4         1.322e+00  6.143e-01   2.152 0.038153 *  
## Tulare.l4        -1.016e-01  2.004e+00  -0.051 0.959865    
## Solano.l4         2.380e+00  1.181e+00   2.015 0.051456 .  
## SantaBarbara.l4  -2.263e-03  8.165e-01  -0.003 0.997804    
## Monterey.l4      -8.669e-01  6.632e-01  -1.307 0.199482    
## Placer.l4        -3.639e-01  1.133e+00  -0.321 0.749984    
## SanLuisObispo.l4 -1.641e-01  9.680e-01  -0.170 0.866348    
## SantaCruz.l4      1.082e-01  3.620e-01   0.299 0.766646    
## Marin.l4         -7.126e-01  3.706e-01  -1.923 0.062482 .  
## Butte.l4          7.852e-01  1.103e+00   0.712 0.481273    
## Yolo.l4          -6.966e-01  1.502e+00  -0.464 0.645710    
## ElDorado.l4       1.687e+00  7.804e-01   2.162 0.037352 *  
## Shasta.l4         2.045e+00  1.506e+00   1.358 0.183024    
## Madera.l4         4.873e-01  2.099e+00   0.232 0.817708    
## Kings.l4          6.047e-01  1.504e+00   0.402 0.689984    
## Napa.l4          -6.220e-01  6.009e-01  -1.035 0.307576    
## Humboldt.l4       4.392e-01  5.871e-01   0.748 0.459285    
## Sutter.l4        -1.941e+00  2.414e+00  -0.804 0.426738    
## Mendocino.l4     -6.417e-01  4.491e-01  -1.429 0.161671    
## SanBenito.l4      1.338e-01  1.013e+00   0.132 0.895669    
## LosAngeles.l5    -2.231e-01  5.030e-01  -0.443 0.660106    
## SanDiego.l5       1.867e+00  9.399e-01   1.986 0.054660 .  
## Orange.l5         6.457e-02  5.617e-01   0.115 0.909131    
## Riverside.l5      2.660e+00  1.246e+00   2.135 0.039629 *  
## SanBernadino.l5   5.416e-01  9.781e-01   0.554 0.583221    
## SantaClara.l5     2.393e-01  3.299e-01   0.725 0.472841    
## Alameda.l5       -5.888e-01  5.018e-01  -1.173 0.248347    
## Sacramento.l5    -3.799e-02  1.458e+00  -0.026 0.979353    
## Fresno.l5        -2.859e+00  1.919e+00  -1.490 0.145052    
## Kern.l5           2.269e+00  1.683e+00   1.349 0.185871    
## SanFrancisco.l5   1.024e-01  2.936e-01   0.349 0.729387    
## Ventura.l5       -1.476e-02  7.712e-01  -0.019 0.984834    
## SanJoaquin.l5    -2.658e+00  1.332e+00  -1.995 0.053660 .  
## SanMateo.l5       5.872e-01  3.813e-01   1.540 0.132265    
## Stanislaus.l5     1.877e+00  1.179e+00   1.592 0.120197    
## Sonoma.l5         1.022e+00  6.905e-01   1.480 0.147541    
## Tulare.l5        -1.018e-01  2.627e+00  -0.039 0.969302    
## Solano.l5         2.257e+00  1.118e+00   2.019 0.051033 .  
## SantaBarbara.l5   1.116e+00  7.367e-01   1.515 0.138619    
## Monterey.l5      -2.384e+00  5.601e-01  -4.257 0.000141 ***
## Placer.l5         1.001e+00  9.885e-01   1.013 0.317855    
## SanLuisObispo.l5  1.392e+00  8.739e-01   1.592 0.120043    
## SantaCruz.l5     -3.419e-01  3.056e-01  -1.119 0.270714    
## Marin.l5         -3.556e-01  2.919e-01  -1.218 0.231029    
## Butte.l5         -1.892e+00  1.702e+00  -1.112 0.273650    
## Yolo.l5          -4.234e+00  1.471e+00  -2.878 0.006692 ** 
## ElDorado.l5      -4.067e-01  9.956e-01  -0.408 0.685349    
## Shasta.l5         1.838e+00  1.501e+00   1.224 0.228797    
## Madera.l5         2.509e-01  2.041e+00   0.123 0.902843    
## Kings.l5          1.237e+00  1.396e+00   0.886 0.381494    
## Napa.l5          -6.437e-01  5.817e-01  -1.107 0.275797    
## Humboldt.l5       7.507e-01  5.928e-01   1.266 0.213509    
## Sutter.l5         1.961e-01  1.703e+00   0.115 0.908966    
## Mendocino.l5      9.713e-01  5.125e-01   1.895 0.066105 .  
## SanBenito.l5     -1.183e+00  1.044e+00  -1.133 0.264526    
## LosAngeles.l6    -1.629e+00  5.182e-01  -3.144 0.003328 ** 
## SanDiego.l6      -9.832e-02  7.619e-01  -0.129 0.898029    
## Orange.l6         1.838e+00  5.230e-01   3.514 0.001209 ** 
## Riverside.l6      1.264e+00  1.580e+00   0.800 0.429027    
## SanBernadino.l6  -9.702e-01  1.073e+00  -0.904 0.371915    
## SantaClara.l6    -1.345e-01  2.191e-01  -0.614 0.543102    
## Alameda.l6       -3.689e-01  4.431e-01  -0.833 0.410568    
## Sacramento.l6     1.661e+00  1.363e+00   1.218 0.231176    
## Fresno.l6        -1.100e-01  1.449e+00  -0.076 0.939873    
## Kern.l6           8.585e-01  1.423e+00   0.603 0.549965    
## SanFrancisco.l6   9.882e-01  3.205e-01   3.084 0.003913 ** 
## Ventura.l6       -3.721e+00  1.199e+00  -3.103 0.003715 ** 
## SanJoaquin.l6    -9.094e-01  1.100e+00  -0.826 0.414007    
## SanMateo.l6      -5.026e-01  3.272e-01  -1.536 0.133250    
## Stanislaus.l6     1.368e+00  1.577e+00   0.868 0.391263    
## Sonoma.l6         1.942e+00  7.307e-01   2.658 0.011640 *  
## Tulare.l6         5.494e+00  2.166e+00   2.537 0.015657 *  
## Solano.l6         2.601e-01  8.081e-01   0.322 0.749442    
## SantaBarbara.l6  -9.443e-01  8.474e-01  -1.114 0.272546    
## Monterey.l6      -5.562e-01  4.940e-01  -1.126 0.267653    
## Placer.l6        -1.027e+00  1.213e+00  -0.847 0.402461    
## SanLuisObispo.l6 -1.833e-01  7.279e-01  -0.252 0.802651    
## SantaCruz.l6      6.024e-01  2.845e-01   2.117 0.041205 *  
## Marin.l6         -3.201e-03  2.895e-01  -0.011 0.991239    
## Butte.l6         -2.816e+00  1.213e+00  -2.321 0.026052 *  
## Yolo.l6           1.275e+00  1.167e+00   1.092 0.282209    
## ElDorado.l6      -6.304e-01  8.241e-01  -0.765 0.449289    
## Shasta.l6         2.744e+00  1.403e+00   1.956 0.058317 .  
## Madera.l6        -3.802e+00  1.878e+00  -2.025 0.050363 .  
## Kings.l6         -2.321e+00  1.166e+00  -1.991 0.054150 .  
## Napa.l6           4.915e-02  7.015e-01   0.070 0.944532    
## Humboldt.l6       1.642e-02  6.521e-01   0.025 0.980054    
## Sutter.l6         2.400e+00  1.651e+00   1.454 0.154579    
## Mendocino.l6      1.081e+00  3.753e-01   2.881 0.006648 ** 
## SanBenito.l6     -8.402e-01  5.462e-01  -1.538 0.132722    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 844.6 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 1.507e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Alameda: 
## ======================================== 
## Alameda = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.904146   0.257354   3.513 0.001213 ** 
## SanDiego.l1       0.270683   0.539909   0.501 0.619177    
## Orange.l1         0.095604   0.355973   0.269 0.789794    
## Riverside.l1     -0.108635   0.891547  -0.122 0.903696    
## SanBernadino.l1  -0.985053   0.477165  -2.064 0.046243 *  
## SantaClara.l1    -0.092002   0.111444  -0.826 0.414502    
## Alameda.l1        1.137942   0.374874   3.036 0.004443 ** 
## Sacramento.l1     0.229371   1.031416   0.222 0.825271    
## Fresno.l1        -0.663872   0.681837  -0.974 0.336726    
## Kern.l1           0.573949   0.566331   1.013 0.317607    
## SanFrancisco.l1  -0.469658   0.121784  -3.856 0.000457 ***
## Ventura.l1       -0.248554   0.341552  -0.728 0.471492    
## SanJoaquin.l1     0.610862   0.447766   1.364 0.180959    
## SanMateo.l1       0.074545   0.173248   0.430 0.669555    
## Stanislaus.l1     0.531425   0.598524   0.888 0.380493    
## Sonoma.l1        -0.448542   0.310544  -1.444 0.157282    
## Tulare.l1         0.550164   1.047845   0.525 0.602772    
## Solano.l1        -1.182353   0.507235  -2.331 0.025471 *  
## SantaBarbara.l1  -0.304390   0.277125  -1.098 0.279329    
## Monterey.l1      -0.354695   0.377795  -0.939 0.354061    
## Placer.l1         0.059901   0.837095   0.072 0.943349    
## SanLuisObispo.l1 -0.671121   0.370245  -1.813 0.078233 .  
## SantaCruz.l1      0.416325   0.200904   2.072 0.045462 *  
## Marin.l1          0.002090   0.183968   0.011 0.990998    
## Butte.l1          0.874252   0.614892   1.422 0.163691    
## Yolo.l1           0.011964   0.443221   0.027 0.978614    
## ElDorado.l1       0.360195   0.458273   0.786 0.437021    
## Shasta.l1        -0.933761   0.728882  -1.281 0.208355    
## Madera.l1         1.450781   1.063700   1.364 0.181066    
## Kings.l1          0.059756   0.426015   0.140 0.889231    
## Napa.l1           0.084412   0.274272   0.308 0.760033    
## Humboldt.l1      -0.069750   0.276858  -0.252 0.802524    
## Sutter.l1        -2.302701   0.655198  -3.515 0.001209 ** 
## Mendocino.l1      0.092255   0.157681   0.585 0.562146    
## SanBenito.l1      1.181242   0.418578   2.822 0.007721 ** 
## LosAngeles.l2    -0.243294   0.252637  -0.963 0.341962    
## SanDiego.l2       1.525510   0.541970   2.815 0.007866 ** 
## Orange.l2        -0.293053   0.373462  -0.785 0.437767    
## Riverside.l2     -0.706724   0.837720  -0.844 0.404448    
## SanBernadino.l2   0.490624   0.440830   1.113 0.273105    
## SantaClara.l2    -0.324494   0.179730  -1.805 0.079372 .  
## Alameda.l2        1.105515   0.376282   2.938 0.005732 ** 
## Sacramento.l2    -2.664285   0.947201  -2.813 0.007905 ** 
## Fresno.l2         1.105385   1.236527   0.894 0.377290    
## Kern.l2           0.323542   0.850667   0.380 0.705928    
## SanFrancisco.l2  -0.164196   0.196103  -0.837 0.407952    
## Ventura.l2       -1.670093   0.564307  -2.960 0.005420 ** 
## SanJoaquin.l2    -0.806232   0.648404  -1.243 0.221754    
## SanMateo.l2      -0.372537   0.221862  -1.679 0.101785    
## Stanislaus.l2     2.230843   0.654839   3.407 0.001631 ** 
## Sonoma.l2         0.203602   0.358118   0.569 0.573202    
## Tulare.l2        -0.753907   1.277172  -0.590 0.558681    
## Solano.l2         0.382364   0.562455   0.680 0.500972    
## SantaBarbara.l2   0.382156   0.325199   1.175 0.247651    
## Monterey.l2      -0.674019   0.373564  -1.804 0.079557 .  
## Placer.l2         1.590617   0.854226   1.862 0.070774 .  
## SanLuisObispo.l2 -0.075675   0.392304  -0.193 0.848122    
## SantaCruz.l2     -0.300146   0.256165  -1.172 0.249018    
## Marin.l2          0.031533   0.236714   0.133 0.894769    
## Butte.l2         -0.002569   0.683229  -0.004 0.997021    
## Yolo.l2           1.105050   0.536636   2.059 0.046763 *  
## ElDorado.l2       0.045426   0.443385   0.102 0.918965    
## Shasta.l2        -1.745218   0.858784  -2.032 0.049562 *  
## Madera.l2         0.949589   1.080564   0.879 0.385343    
## Kings.l2          0.066405   0.719948   0.092 0.927022    
## Napa.l2          -0.044047   0.300832  -0.146 0.884409    
## Humboldt.l2      -0.243284   0.381097  -0.638 0.527267    
## Sutter.l2        -0.680206   1.051702  -0.647 0.521885    
## Mendocino.l2      0.244171   0.203329   1.201 0.237645    
## SanBenito.l2     -0.138751   0.413482  -0.336 0.739145    
## LosAngeles.l3     0.021668   0.324747   0.067 0.947172    
## SanDiego.l3      -0.308871   0.512900  -0.602 0.550812    
## Orange.l3         0.345202   0.328139   1.052 0.299811    
## Riverside.l3     -0.298315   0.595291  -0.501 0.619334    
## SanBernadino.l3  -0.497053   0.482608  -1.030 0.309914    
## SantaClara.l3     0.337807   0.156527   2.158 0.037663 *  
## Alameda.l3        0.369375   0.374929   0.985 0.331108    
## Sacramento.l3    -0.161613   0.791622  -0.204 0.839382    
## Fresno.l3        -0.246475   1.074985  -0.229 0.819947    
## Kern.l3          -1.052867   0.845215  -1.246 0.220929    
## SanFrancisco.l3   0.356514   0.191710   1.860 0.071122 .  
## Ventura.l3       -0.169243   0.533989  -0.317 0.753119    
## SanJoaquin.l3    -0.201365   0.690323  -0.292 0.772193    
## SanMateo.l3      -0.233194   0.166643  -1.399 0.170260    
## Stanislaus.l3    -0.227600   0.779940  -0.292 0.772102    
## Sonoma.l3         0.099171   0.376703   0.263 0.793851    
## Tulare.l3         0.221832   1.025768   0.216 0.830006    
## Solano.l3        -0.708084   0.792300  -0.894 0.377415    
## SantaBarbara.l3   0.434456   0.319475   1.360 0.182316    
## Monterey.l3      -0.087838   0.430147  -0.204 0.839344    
## Placer.l3        -0.948235   0.485149  -1.955 0.058440 .  
## SanLuisObispo.l3  0.488365   0.497164   0.982 0.332507    
## SantaCruz.l3     -0.423322   0.210610  -2.010 0.051973 .  
## Marin.l3          0.105500   0.259631   0.406 0.686895    
## Butte.l3         -0.878218   0.566696  -1.550 0.129957    
## Yolo.l3          -0.475292   0.544855  -0.872 0.388811    
## ElDorado.l3      -0.593109   0.439762  -1.349 0.185856    
## Shasta.l3         2.292142   0.716640   3.198 0.002879 ** 
## Madera.l3         0.148981   0.986277   0.151 0.880776    
## Kings.l3         -0.543661   0.720264  -0.755 0.455274    
## Napa.l3           0.051156   0.333896   0.153 0.879088    
## Humboldt.l3       0.949370   0.373676   2.541 0.015521 *  
## Sutter.l3        -0.460472   1.207721  -0.381 0.705241    
## Mendocino.l3     -0.279485   0.183481  -1.523 0.136436    
## SanBenito.l3     -0.456844   0.497735  -0.918 0.364808    
## LosAngeles.l4    -0.050362   0.288866  -0.174 0.862571    
## SanDiego.l4      -1.580537   0.549846  -2.875 0.006752 ** 
## Orange.l4         0.108110   0.285354   0.379 0.707015    
## Riverside.l4      0.736331   0.865010   0.851 0.400263    
## SanBernadino.l4  -0.629008   0.531437  -1.184 0.244330    
## SantaClara.l4    -0.221224   0.171333  -1.291 0.204867    
## Alameda.l4        0.319687   0.307334   1.040 0.305185    
## Sacramento.l4     0.280273   0.650604   0.431 0.669190    
## Fresno.l4        -1.571280   0.765051  -2.054 0.047310 *  
## Kern.l4          -0.021461   0.721886  -0.030 0.976448    
## SanFrancisco.l4  -0.094027   0.169431  -0.555 0.582358    
## Ventura.l4       -0.251195   0.534758  -0.470 0.641377    
## SanJoaquin.l4     1.663492   0.706231   2.355 0.024068 *  
## SanMateo.l4       0.019846   0.152870   0.130 0.897430    
## Stanislaus.l4     2.342862   0.613077   3.821 0.000506 ***
## Sonoma.l4        -0.410142   0.319436  -1.284 0.207359    
## Tulare.l4        -0.952008   1.042305  -0.913 0.367126    
## Solano.l4         1.124308   0.614305   1.830 0.075508 .  
## SantaBarbara.l4   0.308257   0.424586   0.726 0.472521    
## Monterey.l4       0.143653   0.344878   0.417 0.679494    
## Placer.l4         0.451112   0.589308   0.765 0.448967    
## SanLuisObispo.l4 -0.128709   0.503379  -0.256 0.799645    
## SantaCruz.l4      0.541163   0.188249   2.875 0.006749 ** 
## Marin.l4         -0.480336   0.192736  -2.492 0.017436 *  
## Butte.l4          0.736200   0.573799   1.283 0.207682    
## Yolo.l4          -0.905830   0.781317  -1.159 0.253940    
## ElDorado.l4       0.322118   0.405833   0.794 0.432560    
## Shasta.l4         0.999030   0.783237   1.276 0.210297    
## Madera.l4        -2.084786   1.091357  -1.910 0.064090 .  
## Kings.l4          0.429466   0.782033   0.549 0.586282    
## Napa.l4           0.056404   0.312495   0.180 0.857777    
## Humboldt.l4       0.116397   0.305294   0.381 0.705251    
## Sutter.l4         0.809936   1.255409   0.645 0.522916    
## Mendocino.l4      0.547562   0.233530   2.345 0.024675 *  
## SanBenito.l4      0.038894   0.526994   0.074 0.941575    
## LosAngeles.l5    -0.226925   0.261585  -0.868 0.391413    
## SanDiego.l5       1.321797   0.488752   2.704 0.010383 *  
## Orange.l5         0.237959   0.292117   0.815 0.420657    
## Riverside.l5      1.390320   0.647756   2.146 0.038657 *  
## SanBernadino.l5  -0.208403   0.508624  -0.410 0.684426    
## SantaClara.l5    -0.090096   0.171529  -0.525 0.602627    
## Alameda.l5       -0.412795   0.260936  -1.582 0.122401    
## Sacramento.l5    -0.094800   0.758051  -0.125 0.901174    
## Fresno.l5        -1.611405   0.997976  -1.615 0.115114    
## Kern.l5           1.011816   0.875028   1.156 0.255164    
## SanFrancisco.l5  -0.036215   0.152697  -0.237 0.813871    
## Ventura.l5       -0.109249   0.401039  -0.272 0.786859    
## SanJoaquin.l5    -1.359211   0.692764  -1.962 0.057528 .  
## SanMateo.l5       0.222676   0.198261   1.123 0.268810    
## Stanislaus.l5     0.069429   0.613226   0.113 0.910486    
## Sonoma.l5         0.821804   0.359075   2.289 0.028072 *  
## Tulare.l5        -1.201550   1.365877  -0.880 0.384861    
## Solano.l5         0.328970   0.581546   0.566 0.575119    
## SantaBarbara.l5   0.308874   0.383079   0.806 0.425368    
## Monterey.l5      -0.663965   0.291245  -2.280 0.028650 *  
## Placer.l5         0.072318   0.514037   0.141 0.888903    
## SanLuisObispo.l5  0.978965   0.454441   2.154 0.037991 *  
## SantaCruz.l5     -0.342774   0.158935  -2.157 0.037783 *  
## Marin.l5         -0.208765   0.151784  -1.375 0.177503    
## Butte.l5          0.240758   0.885064   0.272 0.787158    
## Yolo.l5          -1.138125   0.765068  -1.488 0.145561    
## ElDorado.l5      -0.051868   0.517708  -0.100 0.920751    
## Shasta.l5        -0.184122   0.780546  -0.236 0.814855    
## Madera.l5         2.062324   1.061184   1.943 0.059816 .  
## Kings.l5          0.507284   0.725997   0.699 0.489204    
## Napa.l5          -0.127531   0.302477  -0.422 0.675807    
## Humboldt.l5       0.296365   0.308255   0.961 0.342751    
## Sutter.l5        -1.348242   0.885567  -1.522 0.136630    
## Mendocino.l5      0.148556   0.266497   0.557 0.580676    
## SanBenito.l5     -0.139976   0.542754  -0.258 0.797954    
## LosAngeles.l6     0.381161   0.269476   1.414 0.165821    
## SanDiego.l6       0.861319   0.396173   2.174 0.036352 *  
## Orange.l6         0.833425   0.271983   3.064 0.004119 ** 
## Riverside.l6     -1.402642   0.821853  -1.707 0.096495 .  
## SanBernadino.l6  -0.659727   0.558012  -1.182 0.244844    
## SantaClara.l6    -0.017942   0.113927  -0.157 0.875744    
## Alameda.l6       -0.227101   0.230426  -0.986 0.330923    
## Sacramento.l6     1.137127   0.709010   1.604 0.117492    
## Fresno.l6         1.090685   0.753301   1.448 0.156306    
## Kern.l6          -0.039164   0.739763  -0.053 0.958071    
## SanFrancisco.l6   0.442818   0.166646   2.657 0.011673 *  
## Ventura.l6       -2.240492   0.623474  -3.594 0.000968 ***
## SanJoaquin.l6    -1.673921   0.572235  -2.925 0.005925 ** 
## SanMateo.l6      -0.248557   0.170131  -1.461 0.152697    
## Stanislaus.l6     0.851228   0.819863   1.038 0.306074    
## Sonoma.l6         0.783668   0.379955   2.063 0.046429 *  
## Tulare.l6         2.535386   1.126158   2.251 0.030561 *  
## Solano.l6         0.681335   0.420233   1.621 0.113675    
## SantaBarbara.l6  -0.841490   0.440682  -1.910 0.064190 .  
## Monterey.l6       0.056621   0.256888   0.220 0.826796    
## Placer.l6         0.600306   0.630520   0.952 0.347404    
## SanLuisObispo.l6 -0.102883   0.378504  -0.272 0.787317    
## SantaCruz.l6      0.058738   0.147949   0.397 0.693701    
## Marin.l6         -0.040931   0.150547  -0.272 0.787268    
## Butte.l6         -2.529478   0.630824  -4.010 0.000293 ***
## Yolo.l6          -0.331269   0.607112  -0.546 0.588673    
## ElDorado.l6      -0.534340   0.428536  -1.247 0.220487    
## Shasta.l6         2.080158   0.729664   2.851 0.007174 ** 
## Madera.l6        -1.069289   0.976440  -1.095 0.280750    
## Kings.l6         -0.710982   0.606205  -1.173 0.248562    
## Napa.l6           0.125757   0.364767   0.345 0.732282    
## Humboldt.l6      -0.154849   0.339125  -0.457 0.650692    
## Sutter.l6         1.655862   0.858367   1.929 0.061633 .  
## Mendocino.l6      0.617442   0.195151   3.164 0.003159 ** 
## SanBenito.l6     -0.246208   0.284034  -0.867 0.391778    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 439.2 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 3.178e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Sacramento: 
## =========================================== 
## Sacramento = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.264233   0.083743   3.155 0.003233 ** 
## SanDiego.l1       0.186498   0.175687   1.062 0.295515    
## Orange.l1        -0.058642   0.115834  -0.506 0.615763    
## Riverside.l1      0.206600   0.290110   0.712 0.480965    
## SanBernadino.l1  -0.499761   0.155270  -3.219 0.002727 ** 
## SantaClara.l1    -0.044503   0.036264  -1.227 0.227710    
## Alameda.l1        0.126800   0.121984   1.039 0.305514    
## Sacramento.l1     0.530299   0.335623   1.580 0.122844    
## Fresno.l1        -0.677361   0.221870  -3.053 0.004243 ** 
## Kern.l1          -0.107544   0.184284  -0.584 0.563145    
## SanFrancisco.l1  -0.075481   0.039629  -1.905 0.064831 .  
## Ventura.l1        0.234707   0.111141   2.112 0.041711 *  
## SanJoaquin.l1     0.151416   0.145703   1.039 0.305637    
## SanMateo.l1      -0.005149   0.056375  -0.091 0.927736    
## Stanislaus.l1     0.412425   0.194760   2.118 0.041182 *  
## Sonoma.l1         0.001863   0.101051   0.018 0.985389    
## Tulare.l1         1.361881   0.340969   3.994 0.000307 ***
## Solano.l1        -0.422001   0.165054  -2.557 0.014927 *  
## SantaBarbara.l1   0.010246   0.090177   0.114 0.910172    
## Monterey.l1      -0.206776   0.122935  -1.682 0.101225    
## Placer.l1         0.106370   0.272391   0.391 0.698464    
## SanLuisObispo.l1 -0.291747   0.120478  -2.422 0.020618 *  
## SantaCruz.l1      0.110084   0.065374   1.684 0.100852    
## Marin.l1         -0.070772   0.059863  -1.182 0.244867    
## Butte.l1          0.177242   0.200086   0.886 0.381588    
## Yolo.l1           0.165493   0.144224   1.147 0.258755    
## ElDorado.l1      -0.337182   0.149122  -2.261 0.029892 *  
## Shasta.l1        -0.188810   0.237178  -0.796 0.431211    
## Madera.l1         0.486890   0.346128   1.407 0.168098    
## Kings.l1          0.116532   0.138625   0.841 0.406107    
## Napa.l1           0.150328   0.089248   1.684 0.100760    
## Humboldt.l1      -0.282269   0.090090  -3.133 0.003430 ** 
## Sutter.l1        -0.805644   0.213202  -3.779 0.000572 ***
## Mendocino.l1      0.032588   0.051309   0.635 0.529367    
## SanBenito.l1      0.377453   0.136205   2.771 0.008782 ** 
## LosAngeles.l2    -0.180559   0.082208  -2.196 0.034590 *  
## SanDiego.l2       0.229982   0.176357   1.304 0.200487    
## Orange.l2         0.033610   0.121525   0.277 0.783693    
## Riverside.l2      0.107518   0.272594   0.394 0.695595    
## SanBernadino.l2   0.177290   0.143446   1.236 0.224487    
## SantaClara.l2    -0.052576   0.058484  -0.899 0.374640    
## Alameda.l2        0.300194   0.122442   2.452 0.019201 *  
## Sacramento.l2    -1.218322   0.308220  -3.953 0.000346 ***
## Fresno.l2         0.811903   0.402366   2.018 0.051111 .  
## Kern.l2           0.223913   0.276807   0.809 0.423878    
## SanFrancisco.l2   0.023485   0.063812   0.368 0.715002    
## Ventura.l2       -0.843955   0.183626  -4.596 5.13e-05 ***
## SanJoaquin.l2    -0.351065   0.210991  -1.664 0.104817    
## SanMateo.l2      -0.044055   0.072194  -0.610 0.545542    
## Stanislaus.l2     0.611981   0.213085   2.872 0.006796 ** 
## Sonoma.l2         0.208215   0.116532   1.787 0.082399 .  
## Tulare.l2        -0.688675   0.415592  -1.657 0.106192    
## Solano.l2         0.014904   0.183023   0.081 0.935550    
## SantaBarbara.l2   0.013104   0.105820   0.124 0.902135    
## Monterey.l2       0.020625   0.121558   0.170 0.866220    
## Placer.l2         0.580924   0.277965   2.090 0.043751 *  
## SanLuisObispo.l2  0.106592   0.127656   0.835 0.409228    
## SantaCruz.l2     -0.068438   0.083356  -0.821 0.417031    
## Marin.l2         -0.089949   0.077027  -1.168 0.250581    
## Butte.l2         -0.022951   0.222323  -0.103 0.918350    
## Yolo.l2           0.425313   0.174622   2.436 0.019946 *  
## ElDorado.l2      -0.089037   0.144278  -0.617 0.541037    
## Shasta.l2        -0.425794   0.279449  -1.524 0.136322    
## Madera.l2        -0.043328   0.351616  -0.123 0.902614    
## Kings.l2         -0.238281   0.234271  -1.017 0.315886    
## Napa.l2           0.035266   0.097891   0.360 0.720758    
## Humboldt.l2      -0.053821   0.124009  -0.434 0.666869    
## Sutter.l2        -0.156439   0.342224  -0.457 0.650327    
## Mendocino.l2      0.037006   0.066163   0.559 0.579409    
## SanBenito.l2      0.220348   0.134547   1.638 0.110196    
## LosAngeles.l3     0.206653   0.105673   1.956 0.058310 .  
## SanDiego.l3      -0.148956   0.166898  -0.892 0.378052    
## Orange.l3         0.058741   0.106777   0.550 0.585630    
## Riverside.l3     -0.407944   0.193708  -2.106 0.042245 *  
## SanBernadino.l3   0.151431   0.157041   0.964 0.341340    
## SantaClara.l3    -0.009510   0.050934  -0.187 0.852934    
## Alameda.l3        0.127913   0.122002   1.048 0.301418    
## Sacramento.l3     0.215503   0.257594   0.837 0.408338    
## Fresno.l3         0.159965   0.349800   0.457 0.650201    
## Kern.l3          -0.297985   0.275033  -1.083 0.285812    
## SanFrancisco.l3  -0.045335   0.062382  -0.727 0.472089    
## Ventura.l3        0.046646   0.173760   0.268 0.789884    
## SanJoaquin.l3    -0.122318   0.224631  -0.545 0.589436    
## SanMateo.l3      -0.066061   0.054226  -1.218 0.231045    
## Stanislaus.l3    -0.356213   0.253793  -1.404 0.169018    
## Sonoma.l3         0.067370   0.122579   0.550 0.585984    
## Tulare.l3        -0.501186   0.333785  -1.502 0.141942    
## Solano.l3        -0.378787   0.257815  -1.469 0.150458    
## SantaBarbara.l3  -0.155687   0.103957  -1.498 0.142954    
## Monterey.l3       0.197051   0.139970   1.408 0.167764    
## Placer.l3        -0.364328   0.157868  -2.308 0.026868 *  
## SanLuisObispo.l3  0.255163   0.161777   1.577 0.123486    
## SantaCruz.l3     -0.054252   0.068533  -0.792 0.433766    
## Marin.l3          0.089381   0.084484   1.058 0.297121    
## Butte.l3         -0.503070   0.184403  -2.728 0.009787 ** 
## Yolo.l3          -0.405148   0.177296  -2.285 0.028299 *  
## ElDorado.l3       0.449627   0.143099   3.142 0.003349 ** 
## Shasta.l3         0.178311   0.233195   0.765 0.449467    
## Madera.l3         0.113714   0.320935   0.354 0.725166    
## Kings.l3          0.247110   0.234374   1.054 0.298752    
## Napa.l3           0.093233   0.108650   0.858 0.396509    
## Humboldt.l3       0.276765   0.121594   2.276 0.028888 *  
## Sutter.l3        -0.121968   0.392993  -0.310 0.758080    
## Mendocino.l3     -0.181055   0.059705  -3.032 0.004478 ** 
## SanBenito.l3     -0.059537   0.161963  -0.368 0.715326    
## LosAngeles.l4     0.015411   0.093997   0.164 0.870688    
## SanDiego.l4      -0.502081   0.178920  -2.806 0.008039 ** 
## Orange.l4        -0.066820   0.092854  -0.720 0.476407    
## Riverside.l4     -0.040143   0.281475  -0.143 0.887388    
## SanBernadino.l4  -0.434631   0.172930  -2.513 0.016575 *  
## SantaClara.l4    -0.004227   0.055752  -0.076 0.939986    
## Alameda.l4       -0.182210   0.100007  -1.822 0.076775 .  
## Sacramento.l4     0.152985   0.211707   0.723 0.474578    
## Fresno.l4        -0.573167   0.248948  -2.302 0.027206 *  
## Kern.l4           0.247469   0.234902   1.053 0.299132    
## SanFrancisco.l4  -0.070809   0.055133  -1.284 0.207227    
## Ventura.l4        0.461808   0.174010   2.654 0.011769 *  
## SanJoaquin.l4     0.023431   0.229808   0.102 0.919356    
## SanMateo.l4       0.069546   0.049744   1.398 0.170642    
## Stanislaus.l4     0.488866   0.199495   2.451 0.019256 *  
## Sonoma.l4        -0.052092   0.103945  -0.501 0.619317    
## Tulare.l4        -0.449259   0.339166  -1.325 0.193652    
## Solano.l4         0.598482   0.199895   2.994 0.004954 ** 
## SantaBarbara.l4   0.142181   0.138160   1.029 0.310298    
## Monterey.l4       0.226865   0.112223   2.022 0.050705 .  
## Placer.l4         0.116609   0.191761   0.608 0.546943    
## SanLuisObispo.l4 -0.230275   0.163800  -1.406 0.168346    
## SantaCruz.l4      0.003803   0.061256   0.062 0.950834    
## Marin.l4         -0.098934   0.062716  -1.577 0.123433    
## Butte.l4          0.379016   0.186715   2.030 0.049805 *  
## Yolo.l4           0.475610   0.254241   1.871 0.069532 .  
## ElDorado.l4      -0.149363   0.132058  -1.131 0.265517    
## Shasta.l4         0.449841   0.254866   1.765 0.086044 .  
## Madera.l4         0.222873   0.355128   0.628 0.534236    
## Kings.l4         -0.004979   0.254474  -0.020 0.984497    
## Napa.l4           0.051228   0.101686   0.504 0.617479    
## Humboldt.l4      -0.010830   0.099343  -0.109 0.913792    
## Sutter.l4         0.365482   0.408511   0.895 0.376906    
## Mendocino.l4      0.301752   0.075991   3.971 0.000328 ***
## SanBenito.l4     -0.302185   0.171484  -1.762 0.086530 .  
## LosAngeles.l5    -0.201556   0.085120  -2.368 0.023381 *  
## SanDiego.l5       0.613911   0.159040   3.860 0.000453 ***
## Orange.l5         0.186059   0.095055   1.957 0.058090 .  
## Riverside.l5      0.401374   0.210780   1.904 0.064896 .  
## SanBernadino.l5   0.037985   0.165506   0.230 0.819775    
## SantaClara.l5     0.094697   0.055816   1.697 0.098403 .  
## Alameda.l5        0.022905   0.084909   0.270 0.788881    
## Sacramento.l5     0.164827   0.246670   0.668 0.508262    
## Fresno.l5        -0.552551   0.324742  -1.702 0.097470 .  
## Kern.l5          -0.117212   0.284734  -0.412 0.683034    
## SanFrancisco.l5   0.005966   0.049688   0.120 0.905090    
## Ventura.l5       -0.478388   0.130498  -3.666 0.000789 ***
## SanJoaquin.l5     0.078953   0.225426   0.350 0.728199    
## SanMateo.l5       0.102128   0.064514   1.583 0.122159    
## Stanislaus.l5    -0.556730   0.199544  -2.790 0.008375 ** 
## Sonoma.l5        -0.278544   0.116843  -2.384 0.022524 *  
## Tulare.l5        -0.239739   0.444457  -0.539 0.592933    
## Solano.l5         0.089326   0.189235   0.472 0.639750    
## SantaBarbara.l5   0.028107   0.124654   0.225 0.822882    
## Monterey.l5      -0.197517   0.094771  -2.084 0.044305 *  
## Placer.l5         0.253887   0.167268   1.518 0.137787    
## SanLuisObispo.l5  0.287970   0.147875   1.947 0.059321 .  
## SantaCruz.l5     -0.076677   0.051717  -1.483 0.146879    
## Marin.l5         -0.138615   0.049391  -2.807 0.008032 ** 
## Butte.l5          0.347989   0.288000   1.208 0.234811    
## Yolo.l5          -0.382781   0.248953  -1.538 0.132900    
## ElDorado.l5      -0.258817   0.168462  -1.536 0.133197    
## Shasta.l5         0.190256   0.253990   0.749 0.458681    
## Madera.l5        -0.029198   0.345310  -0.085 0.933083    
## Kings.l5         -0.073538   0.236240  -0.311 0.757379    
## Napa.l5          -0.085528   0.098426  -0.869 0.390629    
## Humboldt.l5      -0.084364   0.100306  -0.841 0.405865    
## Sutter.l5         0.006629   0.288164   0.023 0.981774    
## Mendocino.l5     -0.048454   0.086718  -0.559 0.579788    
## SanBenito.l5      0.276684   0.176612   1.567 0.125954    
## LosAngeles.l6     0.098572   0.087688   1.124 0.268402    
## SanDiego.l6       0.164544   0.128915   1.276 0.209995    
## Orange.l6         0.175620   0.088503   1.984 0.054882 .  
## Riverside.l6     -0.465817   0.267431  -1.742 0.090080 .  
## SanBernadino.l6   0.092009   0.181577   0.507 0.615442    
## SantaClara.l6    -0.105889   0.037072  -2.856 0.007075 ** 
## Alameda.l6       -0.047958   0.074981  -0.640 0.526478    
## Sacramento.l6    -0.343130   0.230712  -1.487 0.145653    
## Fresno.l6         0.420623   0.245124   1.716 0.094765 .  
## Kern.l6          -0.220067   0.240719  -0.914 0.366691    
## SanFrancisco.l6   0.115808   0.054227   2.136 0.039583 *  
## Ventura.l6       -0.517521   0.202879  -2.551 0.015140 *  
## SanJoaquin.l6     0.023442   0.186206   0.126 0.900517    
## SanMateo.l6      -0.046108   0.055361  -0.833 0.410413    
## Stanislaus.l6     0.110357   0.266784   0.414 0.681579    
## Sonoma.l6         0.228335   0.123637   1.847 0.073008 .  
## Tulare.l6         0.506327   0.366452   1.382 0.175579    
## Solano.l6         0.094937   0.136744   0.694 0.491971    
## SantaBarbara.l6  -0.179598   0.143398  -1.252 0.218483    
## Monterey.l6       0.070814   0.083591   0.847 0.402512    
## Placer.l6         0.413858   0.205171   2.017 0.051185 .  
## SanLuisObispo.l6 -0.081949   0.123165  -0.665 0.510060    
## SantaCruz.l6      0.157833   0.048143   3.278 0.002319 ** 
## Marin.l6         -0.050458   0.048988  -1.030 0.309879    
## Butte.l6         -0.442898   0.205270  -2.158 0.037705 *  
## Yolo.l6          -0.281378   0.197554  -1.424 0.162969    
## ElDorado.l6      -0.012292   0.139446  -0.088 0.930248    
## Shasta.l6         0.653904   0.237433   2.754 0.009170 ** 
## Madera.l6        -0.417459   0.317734  -1.314 0.197203    
## Kings.l6          0.283405   0.197259   1.437 0.159433    
## Napa.l6           0.042245   0.118695   0.356 0.723987    
## Humboldt.l6      -0.194324   0.110352  -1.761 0.086740 .  
## Sutter.l6         0.115177   0.279313   0.412 0.682523    
## Mendocino.l6      0.113492   0.063502   1.787 0.082325 .  
## SanBenito.l6     -0.186817   0.092425  -2.021 0.050734 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 142.9 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 7.067e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Fresno: 
## ======================================= 
## Fresno = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.010330   0.052745   0.196 0.845833    
## SanDiego.l1      -0.135024   0.110655  -1.220 0.230314    
## Orange.l1         0.120683   0.072957   1.654 0.106789    
## Riverside.l1      0.689020   0.182723   3.771 0.000585 ***
## SanBernadino.l1  -0.097375   0.097795  -0.996 0.326039    
## SantaClara.l1     0.036885   0.022841   1.615 0.115067    
## Alameda.l1       -0.156253   0.076831  -2.034 0.049400 *  
## Sacramento.l1     0.600701   0.211390   2.842 0.007344 ** 
## Fresno.l1         0.584819   0.139743   4.185 0.000175 ***
## Kern.l1           0.138078   0.116070   1.190 0.241988    
## SanFrancisco.l1  -0.033296   0.024960  -1.334 0.190585    
## Ventura.l1        0.113950   0.070001   1.628 0.112285    
## SanJoaquin.l1    -0.202422   0.091770  -2.206 0.033871 *  
## SanMateo.l1       0.009321   0.035507   0.263 0.794422    
## Stanislaus.l1     0.157113   0.122668   1.281 0.208454    
## Sonoma.l1        -0.138788   0.063646  -2.181 0.035828 *  
## Tulare.l1         0.772999   0.214757   3.599 0.000953 ***
## Solano.l1         0.163742   0.103958   1.575 0.123987    
## SantaBarbara.l1   0.110497   0.056797   1.945 0.059559 .  
## Monterey.l1      -0.006252   0.077429  -0.081 0.936091    
## Placer.l1        -0.596924   0.171563  -3.479 0.001334 ** 
## SanLuisObispo.l1  0.115339   0.075882   1.520 0.137253    
## SantaCruz.l1     -0.014895   0.041175  -0.362 0.719653    
## Marin.l1          0.119844   0.037704   3.179 0.003038 ** 
## Butte.l1         -0.229988   0.126023  -1.825 0.076312 .  
## Yolo.l1          -0.266490   0.090839  -2.934 0.005797 ** 
## ElDorado.l1      -0.200928   0.093924  -2.139 0.039266 *  
## Shasta.l1         0.194607   0.149385   1.303 0.200941    
## Madera.l1        -0.497269   0.218006  -2.281 0.028570 *  
## Kings.l1          0.135996   0.087312   1.558 0.128081    
## Napa.l1          -0.077652   0.056212  -1.381 0.175668    
## Humboldt.l1      -0.214230   0.056742  -3.775 0.000577 ***
## Sutter.l1        -0.753820   0.134284  -5.614 2.28e-06 ***
## Mendocino.l1      0.161624   0.032317   5.001 1.50e-05 ***
## SanBenito.l1      0.194523   0.085788   2.267 0.029463 *  
## LosAngeles.l2     0.009521   0.051778   0.184 0.855137    
## SanDiego.l2       0.103403   0.111077   0.931 0.358103    
## Orange.l2        -0.279437   0.076541  -3.651 0.000824 ***
## Riverside.l2     -0.020003   0.171691  -0.117 0.907899    
## SanBernadino.l2   0.005092   0.090349   0.056 0.955366    
## SantaClara.l2    -0.074469   0.036836  -2.022 0.050694 .  
## Alameda.l2        0.278333   0.077119   3.609 0.000927 ***
## Sacramento.l2    -0.402729   0.194130  -2.075 0.045238 *  
## Fresno.l2         0.270709   0.253427   1.068 0.292544    
## Kern.l2           0.273401   0.174345   1.568 0.125593    
## SanFrancisco.l2   0.101789   0.040192   2.533 0.015824 *  
## Ventura.l2       -0.047634   0.115655  -0.412 0.682884    
## SanJoaquin.l2    -0.521061   0.132891  -3.921 0.000379 ***
## SanMateo.l2       0.050936   0.045471   1.120 0.270045    
## Stanislaus.l2     0.049814   0.134210   0.371 0.712692    
## Sonoma.l2         0.213262   0.073397   2.906 0.006233 ** 
## Tulare.l2        -0.385400   0.261758  -1.472 0.149615    
## Solano.l2        -0.081645   0.115276  -0.708 0.483348    
## SantaBarbara.l2   0.063109   0.066650   0.947 0.350016    
## Monterey.l2       0.091074   0.076562   1.190 0.242015    
## Placer.l2         0.552126   0.175075   3.154 0.003247 ** 
## SanLuisObispo.l2  0.066219   0.080403   0.824 0.415595    
## SantaCruz.l2     -0.088112   0.052501  -1.678 0.101955    
## Marin.l2         -0.232802   0.048515  -4.799 2.78e-05 ***
## Butte.l2          0.115620   0.140028   0.826 0.414417    
## Yolo.l2           0.413282   0.109984   3.758 0.000608 ***
## ElDorado.l2      -0.007147   0.090872  -0.079 0.937747    
## Shasta.l2        -0.294505   0.176009  -1.673 0.102949    
## Madera.l2         0.014696   0.221463   0.066 0.947459    
## Kings.l2          0.106830   0.147554   0.724 0.473742    
## Napa.l2          -0.099101   0.061656  -1.607 0.116721    
## Humboldt.l2      -0.191838   0.078106  -2.456 0.019002 *  
## Sutter.l2         0.562117   0.215547   2.608 0.013180 *  
## Mendocino.l2     -0.002503   0.041672  -0.060 0.952443    
## SanBenito.l2      0.039945   0.084743   0.471 0.640225    
## LosAngeles.l3     0.072063   0.066557   1.083 0.286129    
## SanDiego.l3      -0.422836   0.105119  -4.022 0.000282 ***
## Orange.l3         0.112474   0.067252   1.672 0.103112    
## Riverside.l3     -0.050100   0.122006  -0.411 0.683774    
## SanBernadino.l3   0.187174   0.098911   1.892 0.066508 .  
## SantaClara.l3     0.059568   0.032080   1.857 0.071529 .  
## Alameda.l3       -0.060328   0.076842  -0.785 0.437540    
## Sacramento.l3     0.380577   0.162244   2.346 0.024618 *  
## Fresno.l3        -0.062293   0.220319  -0.283 0.778997    
## Kern.l3          -0.203816   0.173228  -1.177 0.247086    
## SanFrancisco.l3  -0.064135   0.039291  -1.632 0.111333    
## Ventura.l3       -0.215483   0.109442  -1.969 0.056696 .  
## SanJoaquin.l3     0.448289   0.141482   3.169 0.003120 ** 
## SanMateo.l3      -0.008382   0.034154  -0.245 0.807533    
## Stanislaus.l3    -0.515587   0.159850  -3.225 0.002677 ** 
## Sonoma.l3         0.040763   0.077206   0.528 0.600750    
## Tulare.l3        -0.205097   0.210232  -0.976 0.335787    
## Solano.l3        -0.582275   0.162383  -3.586 0.000990 ***
## SantaBarbara.l3  -0.202791   0.065477  -3.097 0.003775 ** 
## Monterey.l3       0.298251   0.088159   3.383 0.001741 ** 
## Placer.l3        -0.312843   0.099432  -3.146 0.003312 ** 
## SanLuisObispo.l3  0.043644   0.101894   0.428 0.670964    
## SantaCruz.l3      0.012852   0.043165   0.298 0.767604    
## Marin.l3          0.177565   0.053212   3.337 0.001976 ** 
## Butte.l3         -0.275306   0.116145  -2.370 0.023247 *  
## Yolo.l3           0.146080   0.111669   1.308 0.199111    
## ElDorado.l3       0.059760   0.090130   0.663 0.511528    
## Shasta.l3        -0.134142   0.146876  -0.913 0.367161    
## Madera.l3         0.281169   0.202139   1.391 0.172772    
## Kings.l3         -0.146888   0.147619  -0.995 0.326353    
## Napa.l3          -0.030890   0.068432  -0.451 0.654414    
## Humboldt.l3       0.040468   0.076585   0.528 0.600464    
## Sutter.l3        -0.718491   0.247524  -2.903 0.006280 ** 
## Mendocino.l3      0.006943   0.037605   0.185 0.854546    
## SanBenito.l3      0.206764   0.102011   2.027 0.050130 .  
## LosAngeles.l4    -0.050936   0.059203  -0.860 0.395283    
## SanDiego.l4      -0.313640   0.112692  -2.783 0.008521 ** 
## Orange.l4        -0.008813   0.058484  -0.151 0.881061    
## Riverside.l4     -0.431974   0.177285  -2.437 0.019900 *  
## SanBernadino.l4   0.124146   0.108919   1.140 0.261895    
## SantaClara.l4    -0.004340   0.035115  -0.124 0.902331    
## Alameda.l4       -0.008184   0.062988  -0.130 0.897349    
## Sacramento.l4     0.126268   0.133342   0.947 0.349977    
## Fresno.l4         0.234177   0.156798   1.493 0.144021    
## Kern.l4           0.044462   0.147951   0.301 0.765508    
## SanFrancisco.l4  -0.033165   0.034725  -0.955 0.345912    
## Ventura.l4        0.253619   0.109599   2.314 0.026484 *  
## SanJoaquin.l4    -0.245373   0.144743  -1.695 0.098665 .  
## SanMateo.l4      -0.031808   0.031331  -1.015 0.316777    
## Stanislaus.l4     0.698876   0.125651   5.562 2.68e-06 ***
## Sonoma.l4        -0.087434   0.065469  -1.336 0.190092    
## Tulare.l4        -0.627932   0.213621  -2.939 0.005710 ** 
## Solano.l4         0.324904   0.125902   2.581 0.014086 *  
## SantaBarbara.l4  -0.040184   0.087019  -0.462 0.647012    
## Monterey.l4       0.180610   0.070683   2.555 0.014983 *  
## Placer.l4        -0.340204   0.120779  -2.817 0.007826 ** 
## SanLuisObispo.l4 -0.273305   0.103168  -2.649 0.011909 *  
## SantaCruz.l4      0.165091   0.038582   4.279 0.000133 ***
## Marin.l4         -0.030390   0.039501  -0.769 0.446710    
## Butte.l4          0.322153   0.117601   2.739 0.009514 ** 
## Yolo.l4           0.493853   0.160132   3.084 0.003909 ** 
## ElDorado.l4      -0.028193   0.083176  -0.339 0.736610    
## Shasta.l4         0.017422   0.160525   0.109 0.914178    
## Madera.l4         0.181126   0.223675   0.810 0.423391    
## Kings.l4         -0.317607   0.160278  -1.982 0.055200 .  
## Napa.l4           0.162545   0.064046   2.538 0.015621 *  
## Humboldt.l4       0.036129   0.062570   0.577 0.567257    
## Sutter.l4         0.616715   0.257297   2.397 0.021850 *  
## Mendocino.l4      0.090269   0.047862   1.886 0.067381 .  
## SanBenito.l4     -0.237149   0.108008  -2.196 0.034644 *  
## LosAngeles.l5    -0.037609   0.053612  -0.701 0.487504    
## SanDiego.l5       0.176365   0.100170   1.761 0.086791 .  
## Orange.l5        -0.118299   0.059870  -1.976 0.055863 .  
## Riverside.l5      0.086318   0.132758   0.650 0.519699    
## SanBernadino.l5  -0.060383   0.104243  -0.579 0.566027    
## SantaClara.l5    -0.033093   0.035155  -0.941 0.352797    
## Alameda.l5       -0.079851   0.053479  -1.493 0.144116    
## Sacramento.l5     0.124818   0.155363   0.803 0.427020    
## Fresno.l5         0.459766   0.204536   2.248 0.030806 *  
## Kern.l5          -0.361293   0.179338  -2.015 0.051464 .  
## SanFrancisco.l5   0.024417   0.031295   0.780 0.440363    
## Ventura.l5       -0.219948   0.082193  -2.676 0.011144 *  
## SanJoaquin.l5     0.162001   0.141983   1.141 0.261409    
## SanMateo.l5       0.138121   0.040634   3.399 0.001666 ** 
## Stanislaus.l5    -0.089726   0.125681  -0.714 0.479881    
## Sonoma.l5        -0.289167   0.073593  -3.929 0.000370 ***
## Tulare.l5        -0.333498   0.279938  -1.191 0.241320    
## Solano.l5        -0.451229   0.119188  -3.786 0.000560 ***
## SantaBarbara.l5  -0.077170   0.078512  -0.983 0.332217    
## Monterey.l5       0.099280   0.059691   1.663 0.104948    
## Placer.l5        -0.114173   0.105352  -1.084 0.285694    
## SanLuisObispo.l5  0.297283   0.093138   3.192 0.002931 ** 
## SantaCruz.l5     -0.105978   0.032574  -3.253 0.002481 ** 
## Marin.l5          0.005793   0.031108   0.186 0.853327    
## Butte.l5          0.682525   0.181395   3.763 0.000599 ***
## Yolo.l5           0.189307   0.156802   1.207 0.235187    
## ElDorado.l5       0.081090   0.106105   0.764 0.449701    
## Shasta.l5        -0.029144   0.159974  -0.182 0.856462    
## Madera.l5        -0.102047   0.217491  -0.469 0.641755    
## Kings.l5          0.057521   0.148794   0.387 0.701341    
## Napa.l5           0.071575   0.061993   1.155 0.255877    
## Humboldt.l5      -0.141340   0.063177  -2.237 0.031556 *  
## Sutter.l5        -0.528840   0.181498  -2.914 0.006103 ** 
## Mendocino.l5     -0.047932   0.054619  -0.878 0.385992    
## SanBenito.l5      0.322346   0.111238   2.898 0.006360 ** 
## LosAngeles.l6     0.060637   0.055229   1.098 0.279536    
## SanDiego.l6       0.143249   0.081196   1.764 0.086176 .  
## Orange.l6         0.060188   0.055743   1.080 0.287438    
## Riverside.l6     -0.003576   0.168440  -0.021 0.983177    
## SanBernadino.l6   0.082372   0.114365   0.720 0.476018    
## SantaClara.l6     0.031077   0.023349   1.331 0.191578    
## Alameda.l6        0.011188   0.047226   0.237 0.814073    
## Sacramento.l6    -0.225510   0.145312  -1.552 0.129435    
## Fresno.l6        -0.023943   0.154390  -0.155 0.877625    
## Kern.l6          -0.141561   0.151615  -0.934 0.356686    
## SanFrancisco.l6  -0.041037   0.034154  -1.202 0.237401    
## Ventura.l6        0.229409   0.127782   1.795 0.081001 .  
## SanJoaquin.l6    -0.060489   0.117280  -0.516 0.609170    
## SanMateo.l6      -0.141154   0.034869  -4.048 0.000262 ***
## Stanislaus.l6    -0.807798   0.168032  -4.807 2.70e-05 ***
## Sonoma.l6         0.005377   0.077872   0.069 0.945332    
## Tulare.l6        -0.564361   0.230807  -2.445 0.019502 *  
## Solano.l6         0.213899   0.086127   2.484 0.017802 *  
## SantaBarbara.l6   0.178772   0.090318   1.979 0.055463 .  
## Monterey.l6       0.037735   0.052649   0.717 0.478174    
## Placer.l6        -0.078662   0.129226  -0.609 0.546536    
## SanLuisObispo.l6  0.166752   0.077575   2.150 0.038385 *  
## SantaCruz.l6      0.125662   0.030322   4.144 0.000197 ***
## Marin.l6         -0.011798   0.030855  -0.382 0.704434    
## Butte.l6         -0.189995   0.129288  -1.470 0.150370    
## Yolo.l6           0.064303   0.124428   0.517 0.608463    
## ElDorado.l6      -0.093330   0.087829  -1.063 0.295024    
## Shasta.l6         0.172529   0.149545   1.154 0.256230    
## Madera.l6         0.471350   0.200122   2.355 0.024076 *  
## Kings.l6          0.188945   0.124242   1.521 0.137051    
## Napa.l6          -0.238295   0.074759  -3.187 0.002965 ** 
## Humboldt.l6       0.048443   0.069504   0.697 0.490292    
## Sutter.l6         0.120201   0.175923   0.683 0.498818    
## Mendocino.l6     -0.003341   0.039996  -0.084 0.933887    
## SanBenito.l6     -0.107754   0.058213  -1.851 0.072383 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 90.01 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 9.594e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Kern: 
## ===================================== 
## Kern = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)   
## LosAngeles.l1    -0.048382   0.088486  -0.547  0.58791   
## SanDiego.l1      -0.351314   0.185637  -1.892  0.06649 . 
## Orange.l1         0.026915   0.122394   0.220  0.82719   
## Riverside.l1      0.650774   0.306540   2.123  0.04070 * 
## SanBernadino.l1  -0.265605   0.164063  -1.619  0.11419   
## SantaClara.l1     0.043965   0.038318   1.147  0.25879   
## Alameda.l1        0.006796   0.128893   0.053  0.95824   
## Sacramento.l1     0.151730   0.354631   0.428  0.67131   
## Fresno.l1        -0.230444   0.234436  -0.983  0.33218   
## Kern.l1           0.694700   0.194721   3.568  0.00104 **
## SanFrancisco.l1  -0.053836   0.041873  -1.286  0.20675   
## Ventura.l1        0.087875   0.117436   0.748  0.45915   
## SanJoaquin.l1     0.086043   0.153955   0.559  0.57970   
## SanMateo.l1       0.004799   0.059568   0.081  0.93624   
## Stanislaus.l1    -0.030122   0.205790  -0.146  0.88444   
## Sonoma.l1        -0.006223   0.106774  -0.058  0.95384   
## Tulare.l1         0.697694   0.360280   1.937  0.06068 . 
## Solano.l1         0.095696   0.174402   0.549  0.58659   
## SantaBarbara.l1   0.017999   0.095284   0.189  0.85124   
## Monterey.l1       0.083232   0.129897   0.641  0.52574   
## Placer.l1         0.087215   0.287818   0.303  0.76362   
## SanLuisObispo.l1  0.143825   0.127301   1.130  0.26603   
## SantaCruz.l1      0.018292   0.069077   0.265  0.79267   
## Marin.l1         -0.040217   0.063254  -0.636  0.52892   
## Butte.l1         -0.178278   0.211418  -0.843  0.40466   
## Yolo.l1           0.001987   0.152392   0.013  0.98967   
## ElDorado.l1      -0.189334   0.157568  -1.202  0.23736   
## Shasta.l1        -0.064771   0.250611  -0.258  0.79753   
## Madera.l1        -0.018681   0.365731  -0.051  0.95955   
## Kings.l1          0.199931   0.146477   1.365  0.18074   
## Napa.l1           0.056763   0.094303   0.602  0.55100   
## Humboldt.l1      -0.023274   0.095192  -0.244  0.80824   
## Sutter.l1        -0.617893   0.225276  -2.743  0.00943 **
## Mendocino.l1      0.092766   0.054215   1.711  0.09567 . 
## SanBenito.l1     -0.066355   0.143920  -0.461  0.64753   
## LosAngeles.l2    -0.078944   0.086864  -0.909  0.36949   
## SanDiego.l2       0.083609   0.186345   0.449  0.65635   
## Orange.l2        -0.076673   0.128407  -0.597  0.55417   
## Riverside.l2      0.459109   0.288033   1.594  0.11969   
## SanBernadino.l2   0.311662   0.151570   2.056  0.04707 * 
## SantaClara.l2    -0.040966   0.061796  -0.663  0.51161   
## Alameda.l2        0.163917   0.129377   1.267  0.21330   
## Sacramento.l2    -0.535372   0.325676  -1.644  0.10891   
## Fresno.l2         0.306852   0.425154   0.722  0.47511   
## Kern.l2           0.143715   0.292484   0.491  0.62615   
## SanFrancisco.l2   0.063250   0.067426   0.938  0.35447   
## Ventura.l2       -0.113496   0.194025  -0.585  0.56223   
## SanJoaquin.l2    -0.333592   0.222940  -1.496  0.14328   
## SanMateo.l2      -0.032913   0.076283  -0.431  0.66870   
## Stanislaus.l2    -0.019399   0.225153  -0.086  0.93182   
## Sonoma.l2        -0.078858   0.123131  -0.640  0.52594   
## Tulare.l2        -0.290287   0.439130  -0.661  0.51279   
## Solano.l2         0.154763   0.193389   0.800  0.42880   
## SantaBarbara.l2   0.052943   0.111813   0.473  0.63872   
## Monterey.l2      -0.058480   0.128442  -0.455  0.65162   
## Placer.l2         0.096299   0.293708   0.328  0.74491   
## SanLuisObispo.l2  0.093518   0.134886   0.693  0.49256   
## SantaCruz.l2     -0.029895   0.088077  -0.339  0.73626   
## Marin.l2          0.004040   0.081389   0.050  0.96069   
## Butte.l2         -0.134712   0.234914  -0.573  0.56990   
## Yolo.l2           0.117011   0.184511   0.634  0.52998   
## ElDorado.l2       0.132128   0.152449   0.867  0.39184   
## Shasta.l2        -0.200220   0.295275  -0.678  0.50206   
## Madera.l2        -0.294628   0.371530  -0.793  0.43297   
## Kings.l2          0.015145   0.247539   0.061  0.95155   
## Napa.l2          -0.081290   0.103435  -0.786  0.43707   
## Humboldt.l2      -0.056814   0.131032  -0.434  0.66718   
## Sutter.l2         0.342555   0.361606   0.947  0.34979   
## Mendocino.l2     -0.079387   0.069911  -1.136  0.26365   
## SanBenito.l2      0.037334   0.142167   0.263  0.79435   
## LosAngeles.l3     0.014970   0.111658   0.134  0.89410   
## SanDiego.l3      -0.245144   0.176350  -1.390  0.17304   
## Orange.l3        -0.077823   0.112824  -0.690  0.49476   
## Riverside.l3     -0.013105   0.204679  -0.064  0.94930   
## SanBernadino.l3  -0.231257   0.165935  -1.394  0.17196   
## SantaClara.l3     0.067220   0.053819   1.249  0.21972   
## Alameda.l3       -0.171516   0.128912  -1.330  0.19172   
## Sacramento.l3     0.408034   0.272183   1.499  0.14256   
## Fresno.l3         0.359659   0.369611   0.973  0.33701   
## Kern.l3          -0.475466   0.290610  -1.636  0.11053   
## SanFrancisco.l3   0.052012   0.065915   0.789  0.43524   
## Ventura.l3        0.142017   0.183601   0.774  0.44427   
## SanJoaquin.l3     0.206735   0.237353   0.871  0.38952   
## SanMateo.l3       0.009559   0.057297   0.167  0.86844   
## Stanislaus.l3    -0.139487   0.268166  -0.520  0.60614   
## Sonoma.l3         0.036174   0.129521   0.279  0.78162   
## Tulare.l3        -0.714914   0.352689  -2.027  0.05011 . 
## Solano.l3        -0.109626   0.272416  -0.402  0.68975   
## SantaBarbara.l3  -0.074520   0.109845  -0.678  0.50185   
## Monterey.l3       0.186785   0.147897   1.263  0.21473   
## Placer.l3        -0.451417   0.166809  -2.706  0.01034 * 
## SanLuisObispo.l3  0.147822   0.170940   0.865  0.39290   
## SantaCruz.l3     -0.024686   0.072414  -0.341  0.73516   
## Marin.l3          0.014688   0.089269   0.165  0.87023   
## Butte.l3          0.071697   0.194847   0.368  0.71505   
## Yolo.l3           0.117684   0.187337   0.628  0.53384   
## ElDorado.l3       0.004592   0.151203   0.030  0.97594   
## Shasta.l3        -0.213684   0.246402  -0.867  0.39157   
## Madera.l3         0.127238   0.339111   0.375  0.70971   
## Kings.l3          0.394186   0.247648   1.592  0.12019   
## Napa.l3          -0.031896   0.114803  -0.278  0.78273   
## Humboldt.l3      -0.024889   0.128481  -0.194  0.84748   
## Sutter.l3        -0.148682   0.415250  -0.358  0.72239   
## Mendocino.l3      0.049616   0.063086   0.786  0.43674   
## SanBenito.l3      0.013764   0.171136   0.080  0.93634   
## LosAngeles.l4     0.025522   0.099321   0.257  0.79867   
## SanDiego.l4      -0.099755   0.189053  -0.528  0.60097   
## Orange.l4        -0.047130   0.098113  -0.480  0.63388   
## Riverside.l4     -0.225474   0.297416  -0.758  0.45332   
## SanBernadino.l4   0.103514   0.182724   0.567  0.57457   
## SantaClara.l4    -0.039526   0.058909  -0.671  0.50652   
## Alameda.l4        0.009100   0.105671   0.086  0.93185   
## Sacramento.l4     0.170672   0.223697   0.763  0.45046   
## Fresno.l4        -0.317223   0.263047  -1.206  0.23570   
## Kern.l4           0.156797   0.248206   0.632  0.53156   
## SanFrancisco.l4  -0.125517   0.058255  -2.155  0.03796 * 
## Ventura.l4        0.097865   0.183865   0.532  0.59781   
## SanJoaquin.l4    -0.182938   0.242823  -0.753  0.45612   
## SanMateo.l4       0.070736   0.052561   1.346  0.18679   
## Stanislaus.l4     0.254783   0.210794   1.209  0.23466   
## Sonoma.l4        -0.001840   0.109831  -0.017  0.98672   
## Tulare.l4        -0.057822   0.358375  -0.161  0.87272   
## Solano.l4        -0.092177   0.211216  -0.436  0.66515   
## SantaBarbara.l4  -0.044957   0.145985  -0.308  0.75989   
## Monterey.l4      -0.032051   0.118579  -0.270  0.78848   
## Placer.l4        -0.037773   0.202621  -0.186  0.85316   
## SanLuisObispo.l4 -0.106061   0.173077  -0.613  0.54386   
## SantaCruz.l4      0.031371   0.064726   0.485  0.63085   
## Marin.l4         -0.048760   0.066268  -0.736  0.46662   
## Butte.l4          0.306696   0.197289   1.555  0.12880   
## Yolo.l4           0.164471   0.268640   0.612  0.54423   
## ElDorado.l4      -0.041075   0.139537  -0.294  0.77017   
## Shasta.l4        -0.066243   0.269300  -0.246  0.80709   
## Madera.l4         0.286492   0.375241   0.763  0.45015   
## Kings.l4         -0.249469   0.268886  -0.928  0.35970   
## Napa.l4           0.193817   0.107445   1.804  0.07962 . 
## Humboldt.l4       0.131306   0.104969   1.251  0.21904   
## Sutter.l4         0.355534   0.431647   0.824  0.41555   
## Mendocino.l4     -0.008821   0.080294  -0.110  0.91313   
## SanBenito.l4      0.019798   0.181196   0.109  0.91360   
## LosAngeles.l5    -0.052718   0.089941  -0.586  0.56144   
## SanDiego.l5       0.018324   0.168047   0.109  0.91378   
## Orange.l5         0.034606   0.100438   0.345  0.73244   
## Riverside.l5     -0.205000   0.222718  -0.920  0.36346   
## SanBernadino.l5   0.060110   0.174880   0.344  0.73306   
## SantaClara.l5    -0.004602   0.058977  -0.078  0.93823   
## Alameda.l5        0.060471   0.089717   0.674  0.50461   
## Sacramento.l5    -0.065796   0.260640  -0.252  0.80214   
## Fresno.l5         0.333495   0.343134   0.972  0.33758   
## Kern.l5          -0.060515   0.300860  -0.201  0.84172   
## SanFrancisco.l5   0.063700   0.052502   1.213  0.23292   
## Ventura.l5       -0.204905   0.137889  -1.486  0.14598   
## SanJoaquin.l5    -0.147543   0.238193  -0.619  0.53954   
## SanMateo.l5       0.032793   0.068168   0.481  0.63338   
## Stanislaus.l5     0.176835   0.210845   0.839  0.40718   
## Sonoma.l5        -0.314493   0.123460  -2.547  0.01527 * 
## Tulare.l5        -0.620529   0.469629  -1.321  0.19473   
## Solano.l5         0.245361   0.199953   1.227  0.22775   
## SantaBarbara.l5   0.029436   0.131714   0.223  0.82442   
## Monterey.l5      -0.045897   0.100139  -0.458  0.64947   
## Placer.l5         0.167203   0.176741   0.946  0.35044   
## SanLuisObispo.l5  0.145095   0.156250   0.929  0.35928   
## SantaCruz.l5     -0.022787   0.054647  -0.417  0.67917   
## Marin.l5          0.009304   0.052188   0.178  0.85951   
## Butte.l5          0.164172   0.304311   0.539  0.59287   
## Yolo.l5          -0.083400   0.263053  -0.317  0.75304   
## ElDorado.l5      -0.046073   0.178003  -0.259  0.79724   
## Shasta.l5         0.030580   0.268375   0.114  0.90992   
## Madera.l5         0.355963   0.364866   0.976  0.33577   
## Kings.l5          0.329914   0.249619   1.322  0.19462   
## Napa.l5           0.033320   0.104000   0.320  0.75053   
## Humboldt.l5      -0.004903   0.105987  -0.046  0.96336   
## Sutter.l5        -0.083588   0.304484  -0.275  0.78525   
## Mendocino.l5      0.013003   0.091630   0.142  0.88795   
## SanBenito.l5      0.061790   0.186615   0.331  0.74248   
## LosAngeles.l6     0.007650   0.092654   0.083  0.93466   
## SanDiego.l6       0.199160   0.136216   1.462  0.15239   
## Orange.l6         0.011112   0.093516   0.119  0.90607   
## Riverside.l6     -0.137539   0.282577  -0.487  0.62940   
## SanBernadino.l6  -0.090847   0.191861  -0.474  0.63871   
## SantaClara.l6     0.029019   0.039171   0.741  0.46361   
## Alameda.l6        0.033336   0.079227   0.421  0.67643   
## Sacramento.l6     0.013049   0.243779   0.054  0.95761   
## Fresno.l6         0.265793   0.259007   1.026  0.31164   
## Kern.l6           0.131459   0.254352   0.517  0.60843   
## SanFrancisco.l6   0.041058   0.057298   0.717  0.47827   
## Ventura.l6        0.230715   0.214369   1.076  0.28897   
## SanJoaquin.l6    -0.081409   0.196751  -0.414  0.68150   
## SanMateo.l6      -0.156753   0.058496  -2.680  0.01104 * 
## Stanislaus.l6    -0.252988   0.281893  -0.897  0.37544   
## Sonoma.l6         0.026442   0.130640   0.202  0.84074   
## Tulare.l6        -0.182212   0.387206  -0.471  0.64078   
## Solano.l6        -0.075704   0.144489  -0.524  0.60353   
## SantaBarbara.l6  -0.042283   0.151520  -0.279  0.78180   
## Monterey.l6       0.020667   0.088326   0.234  0.81632   
## Placer.l6        -0.073032   0.216791  -0.337  0.73817   
## SanLuisObispo.l6  0.072352   0.130141   0.556  0.58168   
## SantaCruz.l6      0.024697   0.050869   0.486  0.63026   
## Marin.l6         -0.040003   0.051762  -0.773  0.44467   
## Butte.l6         -0.093069   0.216896  -0.429  0.67041   
## Yolo.l6           0.017423   0.208743   0.083  0.93394   
## ElDorado.l6      -0.092593   0.147343  -0.628  0.53370   
## Shasta.l6         0.302247   0.250880   1.205  0.23616   
## Madera.l6        -0.096325   0.335729  -0.287  0.77582   
## Kings.l6         -0.031608   0.208431  -0.152  0.88031   
## Napa.l6          -0.024785   0.125418  -0.198  0.84445   
## Humboldt.l6      -0.176871   0.116601  -1.517  0.13803   
## Sutter.l6        -0.157401   0.295132  -0.533  0.59709   
## Mendocino.l6      0.001138   0.067099   0.017  0.98657   
## SanBenito.l6     -0.046604   0.097659  -0.477  0.63609   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 151 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 2.55e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation SanFrancisco: 
## ============================================= 
## SanFrancisco = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                    Estimate Std. Error t value Pr(>|t|)   
## LosAngeles.l1     2.357e-01  3.989e-01   0.591  0.55829   
## SanDiego.l1       3.207e-01  8.368e-01   0.383  0.70379   
## Orange.l1         2.543e-01  5.517e-01   0.461  0.64763   
## Riverside.l1     -1.589e+00  1.382e+00  -1.150  0.25779   
## SanBernadino.l1  -1.555e+00  7.395e-01  -2.103  0.04250 * 
## SantaClara.l1     4.440e-01  1.727e-01   2.571  0.01444 * 
## Alameda.l1        1.813e+00  5.810e-01   3.120  0.00355 **
## Sacramento.l1    -3.300e+00  1.599e+00  -2.064  0.04624 * 
## Fresno.l1        -6.910e-01  1.057e+00  -0.654  0.51730   
## Kern.l1           1.401e+00  8.777e-01   1.596  0.11924   
## SanFrancisco.l1   3.510e-01  1.887e-01   1.860  0.07114 . 
## Ventura.l1        1.726e-01  5.293e-01   0.326  0.74633   
## SanJoaquin.l1     1.496e+00  6.940e-01   2.155  0.03792 * 
## SanMateo.l1      -3.358e-01  2.685e-01  -1.251  0.21914   
## Stanislaus.l1     5.218e-01  9.276e-01   0.563  0.57721   
## Sonoma.l1         1.241e+00  4.813e-01   2.578  0.01419 * 
## Tulare.l1         3.771e+00  1.624e+00   2.322  0.02602 * 
## Solano.l1        -2.812e+00  7.861e-01  -3.577  0.00101 **
## SantaBarbara.l1   5.106e-01  4.295e-01   1.189  0.24226   
## Monterey.l1      -1.489e+00  5.855e-01  -2.543  0.01545 * 
## Placer.l1         2.029e+00  1.297e+00   1.564  0.12664   
## SanLuisObispo.l1 -1.506e+00  5.738e-01  -2.624  0.01265 * 
## SantaCruz.l1      9.649e-01  3.114e-01   3.099  0.00376 **
## Marin.l1         -5.266e-01  2.851e-01  -1.847  0.07297 . 
## Butte.l1          2.290e-01  9.530e-01   0.240  0.81143   
## Yolo.l1          -4.436e-01  6.869e-01  -0.646  0.52249   
## ElDorado.l1      -1.588e+00  7.102e-01  -2.236  0.03166 * 
## Shasta.l1         1.846e+00  1.130e+00   1.634  0.11090   
## Madera.l1         6.789e-01  1.649e+00   0.412  0.68292   
## Kings.l1         -2.190e+00  6.602e-01  -3.317  0.00209 **
## Napa.l1           1.225e+00  4.251e-01   2.882  0.00663 **
## Humboldt.l1       6.615e-01  4.291e-01   1.542  0.13190   
## Sutter.l1        -2.751e+00  1.015e+00  -2.709  0.01027 * 
## Mendocino.l1      2.873e-01  2.444e-01   1.176  0.24739   
## SanBenito.l1      3.878e-01  6.487e-01   0.598  0.55375   
## LosAngeles.l2    -1.111e+00  3.915e-01  -2.838  0.00741 **
## SanDiego.l2       7.853e-02  8.400e-01   0.093  0.92603   
## Orange.l2         1.678e-01  5.788e-01   0.290  0.77360   
## Riverside.l2      4.646e+00  1.298e+00   3.579  0.00101 **
## SanBernadino.l2   4.002e-01  6.832e-01   0.586  0.56173   
## SantaClara.l2    -7.221e-01  2.785e-01  -2.592  0.01369 * 
## Alameda.l2       -6.540e-01  5.832e-01  -1.121  0.26955   
## Sacramento.l2    -6.187e-01  1.468e+00  -0.421  0.67595   
## Fresno.l2         4.637e+00  1.916e+00   2.420  0.02072 * 
## Kern.l2          -2.751e+00  1.318e+00  -2.087  0.04407 * 
## SanFrancisco.l2   5.355e-01  3.039e-01   1.762  0.08655 . 
## Ventura.l2       -6.557e-01  8.746e-01  -0.750  0.45827   
## SanJoaquin.l2    -1.558e+00  1.005e+00  -1.550  0.12991   
## SanMateo.l2      -3.063e-01  3.438e-01  -0.891  0.37889   
## Stanislaus.l2     1.536e+00  1.015e+00   1.514  0.13888   
## Sonoma.l2        -6.209e-01  5.550e-01  -1.119  0.27068   
## Tulare.l2        -1.368e+00  1.979e+00  -0.691  0.49398   
## Solano.l2         1.639e+00  8.717e-01   1.880  0.06819 . 
## SantaBarbara.l2   7.245e-02  5.040e-01   0.144  0.88650   
## Monterey.l2       9.670e-01  5.790e-01   1.670  0.10356   
## Placer.l2        -1.652e+00  1.324e+00  -1.248  0.22020   
## SanLuisObispo.l2  1.684e+00  6.080e-01   2.770  0.00880 **
## SantaCruz.l2     -5.700e-01  3.970e-01  -1.436  0.15971   
## Marin.l2          1.873e-01  3.669e-01   0.510  0.61287   
## Butte.l2         -6.708e-01  1.059e+00  -0.633  0.53044   
## Yolo.l2           7.393e-01  8.317e-01   0.889  0.37995   
## ElDorado.l2       1.930e+00  6.872e-01   2.809  0.00799 **
## Shasta.l2        -3.303e+00  1.331e+00  -2.482  0.01787 * 
## Madera.l2        -2.824e-01  1.675e+00  -0.169  0.86701   
## Kings.l2          1.528e+00  1.116e+00   1.370  0.17926   
## Napa.l2          -3.364e-01  4.662e-01  -0.721  0.47527   
## Humboldt.l2      -9.901e-01  5.906e-01  -1.676  0.10233   
## Sutter.l2        -2.676e-01  1.630e+00  -0.164  0.87052   
## Mendocino.l2      5.851e-02  3.151e-01   0.186  0.85373   
## SanBenito.l2     -1.710e+00  6.408e-01  -2.669  0.01135 * 
## LosAngeles.l3     2.261e-01  5.033e-01   0.449  0.65591   
## SanDiego.l3      -5.434e-01  7.949e-01  -0.684  0.49862   
## Orange.l3        -1.720e-01  5.086e-01  -0.338  0.73723   
## Riverside.l3     -1.531e-01  9.226e-01  -0.166  0.86916   
## SanBernadino.l3  -4.933e-01  7.480e-01  -0.659  0.51379   
## SantaClara.l3     6.584e-01  2.426e-01   2.714  0.01014 * 
## Alameda.l3       -5.912e-03  5.811e-01  -0.010  0.99194   
## Sacramento.l3     1.122e+00  1.227e+00   0.914  0.36668   
## Fresno.l3        -3.614e+00  1.666e+00  -2.169  0.03673 * 
## Kern.l3          -8.780e-01  1.310e+00  -0.670  0.50696   
## SanFrancisco.l3   3.070e-02  2.971e-01   0.103  0.91827   
## Ventura.l3        5.462e-01  8.276e-01   0.660  0.51347   
## SanJoaquin.l3     7.102e-01  1.070e+00   0.664  0.51102   
## SanMateo.l3       2.741e-01  2.583e-01   1.061  0.29570   
## Stanislaus.l3    -4.846e-01  1.209e+00  -0.401  0.69086   
## Sonoma.l3         4.848e-01  5.838e-01   0.830  0.41177   
## Tulare.l3        -1.709e+00  1.590e+00  -1.075  0.28961   
## Solano.l3         7.993e-01  1.228e+00   0.651  0.51923   
## SantaBarbara.l3   2.660e-01  4.951e-01   0.537  0.59436   
## Monterey.l3      -4.307e-01  6.667e-01  -0.646  0.52230   
## Placer.l3        -1.028e+00  7.519e-01  -1.367  0.18007   
## SanLuisObispo.l3  1.106e+00  7.705e-01   1.435  0.15998   
## SantaCruz.l3     -2.769e-01  3.264e-01  -0.848  0.40180   
## Marin.l3         -5.561e-01  4.024e-01  -1.382  0.17550   
## Butte.l3         -4.497e-01  8.783e-01  -0.512  0.61175   
## Yolo.l3          -4.279e-01  8.444e-01  -0.507  0.61542   
## ElDorado.l3       2.241e-01  6.816e-01   0.329  0.74420   
## Shasta.l3         2.249e-01  1.111e+00   0.203  0.84065   
## Madera.l3        -1.402e-01  1.529e+00  -0.092  0.92744   
## Kings.l3         -1.726e-01  1.116e+00  -0.155  0.87795   
## Napa.l3          -1.152e+00  5.175e-01  -2.227  0.03232 * 
## Humboldt.l3       7.919e-01  5.791e-01   1.367  0.17999   
## Sutter.l3         1.588e+00  1.872e+00   0.848  0.40181   
## Mendocino.l3     -3.651e-01  2.844e-01  -1.284  0.20740   
## SanBenito.l3     -8.051e-02  7.714e-01  -0.104  0.91745   
## LosAngeles.l4     1.070e+00  4.477e-01   2.391  0.02217 * 
## SanDiego.l4      -4.269e-01  8.522e-01  -0.501  0.61948   
## Orange.l4        -7.348e-01  4.422e-01  -1.662  0.10529   
## Riverside.l4      1.167e+00  1.341e+00   0.870  0.38991   
## SanBernadino.l4  -1.039e+00  8.236e-01  -1.261  0.21534   
## SantaClara.l4    -8.309e-01  2.655e-01  -3.129  0.00347 **
## Alameda.l4        8.182e-01  4.763e-01   1.718  0.09443 . 
## Sacramento.l4    -1.439e+00  1.008e+00  -1.427  0.16206   
## Fresno.l4        -1.069e+00  1.186e+00  -0.901  0.37333   
## Kern.l4           3.801e-02  1.119e+00   0.034  0.97309   
## SanFrancisco.l4  -3.269e-01  2.626e-01  -1.245  0.22127   
## Ventura.l4       -4.969e-01  8.288e-01  -0.600  0.55252   
## SanJoaquin.l4    -1.653e+00  1.095e+00  -1.510  0.13977   
## SanMateo.l4       3.229e-01  2.369e-01   1.363  0.18136   
## Stanislaus.l4     1.378e+00  9.502e-01   1.451  0.15554   
## Sonoma.l4         6.520e-01  4.951e-01   1.317  0.19618   
## Tulare.l4        -1.186e+00  1.615e+00  -0.734  0.46757   
## Solano.l4        -2.645e-01  9.521e-01  -0.278  0.78272   
## SantaBarbara.l4   8.540e-01  6.580e-01   1.298  0.20261   
## Monterey.l4       8.556e-01  5.345e-01   1.601  0.11819   
## Placer.l4         2.011e+00  9.133e-01   2.202  0.03419 * 
## SanLuisObispo.l4 -7.123e-05  7.801e-01   0.000  0.99993   
## SantaCruz.l4      2.561e-02  2.918e-01   0.088  0.93053   
## Marin.l4         -3.440e-01  2.987e-01  -1.152  0.25708   
## Butte.l4         -1.854e+00  8.893e-01  -2.084  0.04429 * 
## Yolo.l4          -1.453e+00  1.211e+00  -1.200  0.23803   
## ElDorado.l4       7.291e-01  6.290e-01   1.159  0.25402   
## Shasta.l4         2.871e+00  1.214e+00   2.365  0.02354 * 
## Madera.l4        -1.736e+00  1.691e+00  -1.026  0.31156   
## Kings.l4         -1.698e+00  1.212e+00  -1.401  0.16972   
## Napa.l4           6.952e-01  4.843e-01   1.436  0.15977   
## Humboldt.l4      -4.965e-02  4.732e-01  -0.105  0.91701   
## Sutter.l4         4.030e+00  1.946e+00   2.071  0.04556 * 
## Mendocino.l4      8.900e-01  3.619e-01   2.459  0.01887 * 
## SanBenito.l4      3.999e-01  8.167e-01   0.490  0.62736   
## LosAngeles.l5    -2.195e-01  4.054e-01  -0.542  0.59149   
## SanDiego.l5       6.902e-01  7.575e-01   0.911  0.36827   
## Orange.l5         2.447e-01  4.527e-01   0.541  0.59217   
## Riverside.l5     -1.950e+00  1.004e+00  -1.942  0.05996 . 
## SanBernadino.l5   2.260e-01  7.883e-01   0.287  0.77594   
## SantaClara.l5     2.733e-01  2.658e-01   1.028  0.31084   
## Alameda.l5       -1.344e+00  4.044e-01  -3.323  0.00205 **
## Sacramento.l5     3.905e-01  1.175e+00   0.332  0.74151   
## Fresno.l5        -5.763e-01  1.547e+00  -0.373  0.71165   
## Kern.l5           3.901e+00  1.356e+00   2.876  0.00672 **
## SanFrancisco.l5   4.226e-01  2.367e-01   1.786  0.08254 . 
## Ventura.l5        2.919e-01  6.215e-01   0.470  0.64139   
## SanJoaquin.l5    -1.086e+00  1.074e+00  -1.011  0.31855   
## SanMateo.l5      -4.350e-01  3.073e-01  -1.416  0.16542   
## Stanislaus.l5    -1.971e+00  9.504e-01  -2.074  0.04527 * 
## Sonoma.l5        -6.077e-01  5.565e-01  -1.092  0.28212   
## Tulare.l5        -4.880e-01  2.117e+00  -0.231  0.81897   
## Solano.l5         5.363e-01  9.013e-01   0.595  0.55554   
## SantaBarbara.l5  -5.956e-01  5.937e-01  -1.003  0.32245   
## Monterey.l5       6.583e-01  4.514e-01   1.458  0.15340   
## Placer.l5        -3.590e-01  7.967e-01  -0.451  0.65494   
## SanLuisObispo.l5 -5.687e-01  7.043e-01  -0.807  0.42472   
## SantaCruz.l5     -6.495e-02  2.463e-01  -0.264  0.79352   
## Marin.l5          4.617e-01  2.352e-01   1.963  0.05746 . 
## Butte.l5          1.697e+00  1.372e+00   1.237  0.22408   
## Yolo.l5           1.696e+00  1.186e+00   1.430  0.16127   
## ElDorado.l5      -9.777e-01  8.024e-01  -1.219  0.23096   
## Shasta.l5        -3.766e+00  1.210e+00  -3.113  0.00362 **
## Madera.l5         4.710e+00  1.645e+00   2.864  0.00694 **
## Kings.l5          7.241e-01  1.125e+00   0.644  0.52395   
## Napa.l5           8.894e-01  4.688e-01   1.897  0.06585 . 
## Humboldt.l5       2.482e-01  4.777e-01   0.519  0.60659   
## Sutter.l5        -2.849e-01  1.372e+00  -0.208  0.83671   
## Mendocino.l5     -2.105e-01  4.130e-01  -0.510  0.61344   
## SanBenito.l5     -8.681e-01  8.412e-01  -1.032  0.30897   
## LosAngeles.l6     2.189e-02  4.176e-01   0.052  0.95849   
## SanDiego.l6       9.785e-01  6.140e-01   1.594  0.11974   
## Orange.l6         4.304e-01  4.215e-01   1.021  0.31404   
## Riverside.l6     -2.193e+00  1.274e+00  -1.722  0.09369 . 
## SanBernadino.l6  -6.409e-01  8.648e-01  -0.741  0.46342   
## SantaClara.l6     1.576e-01  1.766e-01   0.893  0.37803   
## Alameda.l6        8.538e-01  3.571e-01   2.391  0.02216 * 
## Sacramento.l6     4.862e-01  1.099e+00   0.443  0.66077   
## Fresno.l6         2.878e+00  1.167e+00   2.466  0.01858 * 
## Kern.l6          -2.964e+00  1.147e+00  -2.585  0.01393 * 
## SanFrancisco.l6   2.871e-01  2.583e-01   1.112  0.27359   
## Ventura.l6       -1.001e+00  9.663e-01  -1.036  0.30725   
## SanJoaquin.l6     1.653e+00  8.869e-01   1.864  0.07045 . 
## SanMateo.l6      -3.277e-02  2.637e-01  -0.124  0.90177   
## Stanislaus.l6     1.762e+00  1.271e+00   1.387  0.17408   
## Sonoma.l6        -1.129e+00  5.889e-01  -1.917  0.06324 . 
## Tulare.l6         2.528e+00  1.745e+00   1.449  0.15610   
## Solano.l6        -8.761e-01  6.513e-01  -1.345  0.18699   
## SantaBarbara.l6  -1.313e+00  6.830e-01  -1.923  0.06245 . 
## Monterey.l6       4.360e-01  3.981e-01   1.095  0.28075   
## Placer.l6         5.324e-01  9.772e-01   0.545  0.58921   
## SanLuisObispo.l6 -2.455e-03  5.866e-01  -0.004  0.99668   
## SantaCruz.l6     -4.340e-01  2.293e-01  -1.893  0.06647 . 
## Marin.l6         -3.321e-01  2.333e-01  -1.424  0.16320   
## Butte.l6         -2.795e-01  9.777e-01  -0.286  0.77663   
## Yolo.l6          -7.400e-01  9.409e-01  -0.787  0.43671   
## ElDorado.l6       1.158e-01  6.642e-01   0.174  0.86261   
## Shasta.l6         2.272e+00  1.131e+00   2.009  0.05204 . 
## Madera.l6        -1.549e+00  1.513e+00  -1.024  0.31287   
## Kings.l6          2.489e-01  9.395e-01   0.265  0.79257   
## Napa.l6          -1.653e-01  5.653e-01  -0.292  0.77170   
## Humboldt.l6      -1.225e+00  5.256e-01  -2.331  0.02548 * 
## Sutter.l6        -2.231e+00  1.330e+00  -1.677  0.10226   
## Mendocino.l6      7.050e-01  3.024e-01   2.331  0.02547 * 
## SanBenito.l6      9.528e-01  4.402e-01   2.165  0.03713 * 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 680.7 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 2.591e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Ventura: 
## ======================================== 
## Ventura = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.529345   0.159656   3.316  0.00210 ** 
## SanDiego.l1      -0.029701   0.334945  -0.089  0.92983    
## Orange.l1         0.017657   0.220836   0.080  0.93671    
## Riverside.l1      0.009011   0.553092   0.016  0.98709    
## SanBernadino.l1  -0.705237   0.296020  -2.382  0.02260 *  
## SantaClara.l1    -0.074791   0.069137  -1.082  0.28655    
## Alameda.l1       -0.084776   0.232562  -0.365  0.71760    
## Sacramento.l1     0.468208   0.639863   0.732  0.46907    
## Fresno.l1         0.235598   0.422994   0.557  0.58099    
## Kern.l1           0.293532   0.351337   0.835  0.40896    
## SanFrancisco.l1  -0.228133   0.075552  -3.020  0.00463 ** 
## Ventura.l1        0.682630   0.211890   3.222  0.00270 ** 
## SanJoaquin.l1     0.768744   0.277782   2.767  0.00887 ** 
## SanMateo.l1      -0.057142   0.107478  -0.532  0.59822    
## Stanislaus.l1     0.361056   0.371309   0.972  0.33735    
## Sonoma.l1        -0.496131   0.192653  -2.575  0.01427 *  
## Tulare.l1         0.079847   0.650056   0.123  0.90292    
## Solano.l1        -0.099881   0.314675  -0.317  0.75277    
## SantaBarbara.l1   0.010015   0.171921   0.058  0.95387    
## Monterey.l1       0.243457   0.234374   1.039  0.30585    
## Placer.l1        -0.416532   0.519312  -0.802  0.42777    
## SanLuisObispo.l1 -0.100450   0.229690  -0.437  0.66449    
## SantaCruz.l1      0.102184   0.124636   0.820  0.41769    
## Marin.l1          0.179486   0.114129   1.573  0.12455    
## Butte.l1         -0.073791   0.381463  -0.193  0.84770    
## Yolo.l1          -0.239119   0.274963  -0.870  0.39026    
## ElDorado.l1      -0.215699   0.284301  -0.759  0.45297    
## Shasta.l1         0.089522   0.452179   0.198  0.84418    
## Madera.l1         0.534951   0.659891   0.811  0.42288    
## Kings.l1          0.156432   0.264289   0.592  0.55762    
## Napa.l1           0.151077   0.170151   0.888  0.38049    
## Humboldt.l1      -0.219997   0.171755  -1.281  0.20843    
## Sutter.l1        -1.852864   0.406468  -4.558 5.74e-05 ***
## Mendocino.l1      0.113283   0.097821   1.158  0.25446    
## SanBenito.l1      0.893753   0.259675   3.442  0.00148 ** 
## LosAngeles.l2     0.026807   0.156729   0.171  0.86515    
## SanDiego.l2       0.847903   0.336224   2.522  0.01624 *  
## Orange.l2        -0.139935   0.231686  -0.604  0.54964    
## Riverside.l2     -0.167918   0.519699  -0.323  0.74848    
## SanBernadino.l2   0.123267   0.273479   0.451  0.65488    
## SantaClara.l2    -0.239791   0.111500  -2.151  0.03830 *  
## Alameda.l2        0.613647   0.233435   2.629  0.01252 *  
## Sacramento.l2    -1.217196   0.587619  -2.071  0.04555 *  
## Fresno.l2         0.460456   0.767109   0.600  0.55210    
## Kern.l2           0.298392   0.527731   0.565  0.57529    
## SanFrancisco.l2  -0.052740   0.121657  -0.434  0.66723    
## Ventura.l2       -1.034015   0.350081  -2.954  0.00550 ** 
## SanJoaquin.l2    -1.070545   0.402253  -2.661  0.01155 *  
## SanMateo.l2       0.124857   0.137637   0.907  0.37036    
## Stanislaus.l2     0.331729   0.406245   0.817  0.41954    
## Sonoma.l2         0.364537   0.222167   1.641  0.10954    
## Tulare.l2        -0.325635   0.792324  -0.411  0.68352    
## Solano.l2         0.395843   0.348932   1.134  0.26411    
## SantaBarbara.l2   0.182770   0.201745   0.906  0.37099    
## Monterey.l2      -0.467249   0.231749  -2.016  0.05129 .  
## Placer.l2         1.203020   0.529939   2.270  0.02929 *  
## SanLuisObispo.l2 -0.229478   0.243375  -0.943  0.35202    
## SantaCruz.l2     -0.182679   0.158918  -1.150  0.25792    
## Marin.l2         -0.224121   0.146851  -1.526  0.13570    
## Butte.l2          0.515764   0.423857   1.217  0.23159    
## Yolo.l2           0.715588   0.332915   2.149  0.03839 *  
## ElDorado.l2       0.330545   0.275064   1.202  0.23732    
## Shasta.l2        -1.110920   0.532767  -2.085  0.04420 *  
## Madera.l2         0.497919   0.670353   0.743  0.46244    
## Kings.l2         -0.549445   0.446637  -1.230  0.22661    
## Napa.l2          -0.344146   0.186629  -1.844  0.07342 .  
## Humboldt.l2       0.084285   0.236422   0.357  0.72355    
## Sutter.l2         1.100343   0.652448   1.686  0.10035    
## Mendocino.l2     -0.066295   0.126140  -0.526  0.60241    
## SanBenito.l2     -0.117274   0.256513  -0.457  0.65028    
## LosAngeles.l3    -0.076910   0.201464  -0.382  0.70489    
## SanDiego.l3      -0.573676   0.318190  -1.803  0.07977 .  
## Orange.l3         0.396785   0.203569   1.949  0.05910 .  
## Riverside.l3     -0.346946   0.369303  -0.939  0.35375    
## SanBernadino.l3  -0.387236   0.299398  -1.293  0.20412    
## SantaClara.l3     0.298741   0.097105   3.076  0.00399 ** 
## Alameda.l3       -0.027350   0.232596  -0.118  0.90705    
## Sacramento.l3    -0.281490   0.491101  -0.573  0.57009    
## Fresno.l3        -0.392301   0.666892  -0.588  0.56004    
## Kern.l3          -1.116376   0.524349  -2.129  0.04016 *  
## SanFrancisco.l3   0.019614   0.118932   0.165  0.86993    
## Ventura.l3       -0.708683   0.331273  -2.139  0.03927 *  
## SanJoaquin.l3     0.179053   0.428258   0.418  0.67836    
## SanMateo.l3      -0.033910   0.103381  -0.328  0.74480    
## Stanislaus.l3    -0.122259   0.483854  -0.253  0.80196    
## Sonoma.l3        -0.070756   0.233696  -0.303  0.76381    
## Tulare.l3         0.187508   0.636360   0.295  0.76995    
## Solano.l3        -0.606651   0.491522  -1.234  0.22511    
## SantaBarbara.l3   0.117542   0.198194   0.593  0.55684    
## Monterey.l3       0.096567   0.266852   0.362  0.71956    
## Placer.l3        -0.542772   0.300974  -1.803  0.07970 .  
## SanLuisObispo.l3  0.269227   0.308428   0.873  0.38850    
## SantaCruz.l3     -0.120670   0.130657  -0.924  0.36186    
## Marin.l3          0.406146   0.161068   2.522  0.01625 *  
## Butte.l3         -0.552955   0.351563  -1.573  0.12450    
## Yolo.l3          -0.323436   0.338014  -0.957  0.34501    
## ElDorado.l3      -0.122221   0.272817  -0.448  0.65684    
## Shasta.l3         0.731963   0.444585   1.646  0.10839    
## Madera.l3         0.785503   0.611861   1.284  0.20742    
## Kings.l3          0.822238   0.446833   1.840  0.07400 .  
## Napa.l3           0.003890   0.207140   0.019  0.98512    
## Humboldt.l3       0.590987   0.231819   2.549  0.01520 *  
## Sutter.l3        -0.834949   0.749238  -1.114  0.27249    
## Mendocino.l3     -0.051888   0.113827  -0.456  0.65124    
## SanBenito.l3     -0.185783   0.308782  -0.602  0.55117    
## LosAngeles.l4    -0.023056   0.179205  -0.129  0.89834    
## SanDiego.l4      -0.803495   0.341110  -2.356  0.02406 *  
## Orange.l4         0.072609   0.177026   0.410  0.68412    
## Riverside.l4      0.026017   0.536630   0.048  0.96160    
## SanBernadino.l4  -0.199620   0.329690  -0.605  0.54866    
## SantaClara.l4    -0.169513   0.106290  -1.595  0.11950    
## Alameda.l4        0.235035   0.190662   1.233  0.22567    
## Sacramento.l4     0.654566   0.403618   1.622  0.11358    
## Fresno.l4        -0.816421   0.474618  -1.720  0.09399 .  
## Kern.l4           0.208733   0.447839   0.466  0.64396    
## SanFrancisco.l4  -0.001565   0.105110  -0.015  0.98820    
## Ventura.l4        0.712388   0.331750   2.147  0.03857 *  
## SanJoaquin.l4     0.248233   0.438127   0.567  0.57452    
## SanMateo.l4      -0.032524   0.094837  -0.343  0.73363    
## Stanislaus.l4     1.262333   0.380337   3.319  0.00208 ** 
## Sonoma.l4        -0.325787   0.198170  -1.644  0.10889    
## Tulare.l4        -0.548051   0.646619  -0.848  0.40228    
## Solano.l4         0.899005   0.381098   2.359  0.02387 *  
## SantaBarbara.l4   0.294958   0.263402   1.120  0.27021    
## Monterey.l4       0.126678   0.213953   0.592  0.55749    
## Placer.l4         0.692811   0.365591   1.895  0.06614 .  
## SanLuisObispo.l4 -0.415764   0.312283  -1.331  0.19144    
## SantaCruz.l4      0.178688   0.116785   1.530  0.13474    
## Marin.l4         -0.288712   0.119568  -2.415  0.02096 *  
## Butte.l4          0.395796   0.355970   1.112  0.27356    
## Yolo.l4          -0.193696   0.484709  -0.400  0.69180    
## ElDorado.l4      -0.367082   0.251768  -1.458  0.15351    
## Shasta.l4         1.113439   0.485900   2.291  0.02789 *  
## Madera.l4        -1.632175   0.677049  -2.411  0.02115 *  
## Kings.l4         -0.406263   0.485153  -0.837  0.40790    
## Napa.l4           0.139908   0.193863   0.722  0.47515    
## Humboldt.l4       0.147542   0.189397   0.779  0.44106    
## Sutter.l4         1.129127   0.778823   1.450  0.15577    
## Mendocino.l4      0.246460   0.144876   1.701  0.09753 .  
## SanBenito.l4     -0.367175   0.326933  -1.123  0.26883    
## LosAngeles.l5     0.004914   0.162280   0.030  0.97601    
## SanDiego.l5       0.640619   0.303209   2.113  0.04162 *  
## Orange.l5         0.127206   0.181221   0.702  0.48723    
## Riverside.l5      0.971186   0.401851   2.417  0.02085 *  
## SanBernadino.l5  -0.024856   0.315537  -0.079  0.93765    
## SantaClara.l5    -0.049401   0.106412  -0.464  0.64527    
## Alameda.l5       -0.280036   0.161878  -1.730  0.09221 .  
## Sacramento.l5    -0.301784   0.470275  -0.642  0.52512    
## Fresno.l5        -1.466438   0.619118  -2.369  0.02334 *  
## Kern.l5           0.353088   0.542844   0.650  0.51954    
## SanFrancisco.l5   0.072121   0.094729   0.761  0.45141    
## Ventura.l5       -0.676550   0.248794  -2.719  0.01000 *  
## SanJoaquin.l5     0.480577   0.429773   1.118  0.27088    
## SanMateo.l5       0.204897   0.122996   1.666  0.10441    
## Stanislaus.l5    -0.562263   0.380430  -1.478  0.14811    
## Sonoma.l5         0.119377   0.222760   0.536  0.59533    
## Tulare.l5         0.308224   0.847354   0.364  0.71817    
## Solano.l5        -0.164837   0.360776  -0.457  0.65049    
## SantaBarbara.l5  -0.390543   0.237652  -1.643  0.10902    
## Monterey.l5      -0.266233   0.180681  -1.473  0.14931    
## Placer.l5        -0.401190   0.318895  -1.258  0.21647    
## SanLuisObispo.l5  0.358434   0.281923   1.271  0.21174    
## SantaCruz.l5     -0.202200   0.098599  -2.051  0.04763 *  
## Marin.l5         -0.056718   0.094163  -0.602  0.55072    
## Butte.l5          0.817978   0.549070   1.490  0.14500    
## Yolo.l5          -0.119712   0.474628  -0.252  0.80230    
## ElDorado.l5       0.294877   0.321173   0.918  0.36466    
## Shasta.l5        -0.241478   0.484230  -0.499  0.62104    
## Madera.l5         0.608528   0.658331   0.924  0.36146    
## Kings.l5         -0.379333   0.450390  -0.842  0.40522    
## Napa.l5          -0.104826   0.187649  -0.559  0.57987    
## Humboldt.l5      -0.190045   0.191233  -0.994  0.32696    
## Sutter.l5        -0.998144   0.549382  -1.817  0.07757 .  
## Mendocino.l5     -0.125491   0.165328  -0.759  0.45277    
## SanBenito.l5      0.731816   0.336710   2.173  0.03641 *  
## LosAngeles.l6     0.281270   0.167176   1.682  0.10113    
## SanDiego.l6       0.695416   0.245775   2.829  0.00758 ** 
## Orange.l6         0.297302   0.168731   1.762  0.08656 .  
## Riverside.l6     -0.433283   0.509856  -0.850  0.40104    
## SanBernadino.l6  -0.245190   0.346176  -0.708  0.48333    
## SantaClara.l6    -0.011689   0.070677  -0.165  0.86957    
## Alameda.l6       -0.311709   0.142950  -2.181  0.03583 *  
## Sacramento.l6     0.104993   0.439851   0.239  0.81269    
## Fresno.l6         1.056854   0.467328   2.261  0.02987 *  
## Kern.l6          -0.275013   0.458930  -0.599  0.55276    
## SanFrancisco.l6   0.054365   0.103383   0.526  0.60221    
## Ventura.l6       -0.531906   0.386787  -1.375  0.17757    
## SanJoaquin.l6    -1.135072   0.355000  -3.197  0.00289 ** 
## SanMateo.l6      -0.213481   0.105545  -2.023  0.05059 .  
## Stanislaus.l6     0.294486   0.508622   0.579  0.56620    
## Sonoma.l6         0.835358   0.235714   3.544  0.00111 ** 
## Tulare.l6         0.768069   0.698639   1.099  0.27890    
## Solano.l6         0.775698   0.260702   2.975  0.00520 ** 
## SantaBarbara.l6   0.175340   0.273388   0.641  0.52535    
## Monterey.l6      -0.355969   0.159366  -2.234  0.03181 *  
## Placer.l6        -0.105470   0.391158  -0.270  0.78898    
## SanLuisObispo.l6  0.014231   0.234814   0.061  0.95201    
## SantaCruz.l6      0.175433   0.091784   1.911  0.06394 .  
## Marin.l6          0.050900   0.093395   0.545  0.58911    
## Butte.l6         -1.585435   0.391347  -4.051  0.00026 ***
## Yolo.l6          -0.552321   0.376636  -1.466  0.15121    
## ElDorado.l6      -0.197705   0.265852  -0.744  0.46191    
## Shasta.l6         0.553306   0.452664   1.222  0.22953    
## Madera.l6         0.016278   0.605757   0.027  0.97871    
## Kings.l6          0.429768   0.376073   1.143  0.26067    
## Napa.l6          -0.004249   0.226292  -0.019  0.98512    
## Humboldt.l6       0.253702   0.210384   1.206  0.23572    
## Sutter.l6         0.263393   0.532508   0.495  0.62387    
## Mendocino.l6      0.077570   0.121067   0.641  0.52576    
## SanBenito.l6     -0.358787   0.176207  -2.036  0.04914 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 272.5 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 5.536e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation SanJoaquin: 
## =========================================== 
## SanJoaquin = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.164494   0.101964   1.613  0.11542    
## SanDiego.l1      -0.084893   0.213912  -0.397  0.69381    
## Orange.l1        -0.073126   0.141037  -0.518  0.60729    
## Riverside.l1     -0.059864   0.353231  -0.169  0.86637    
## SanBernadino.l1  -0.318629   0.189053  -1.685  0.10056    
## SantaClara.l1     0.030098   0.044154   0.682  0.49981    
## Alameda.l1        0.053561   0.148525   0.361  0.72049    
## Sacramento.l1     0.004411   0.408647   0.011  0.99145    
## Fresno.l1        -0.371704   0.270144  -1.376  0.17734    
## Kern.l1           0.157533   0.224380   0.702  0.48714    
## SanFrancisco.l1  -0.133963   0.048251  -2.776  0.00867 ** 
## Ventura.l1        0.177367   0.135323   1.311  0.19826    
## SanJoaquin.l1     0.880524   0.177405   4.963 1.68e-05 ***
## SanMateo.l1       0.008086   0.068641   0.118  0.90688    
## Stanislaus.l1     0.335373   0.237135   1.414  0.16587    
## Sonoma.l1        -0.021118   0.123038  -0.172  0.86468    
## Tulare.l1         0.863010   0.415156   2.079  0.04483 *  
## Solano.l1        -0.171961   0.200967  -0.856  0.39784    
## SantaBarbara.l1   0.107473   0.109797   0.979  0.33419    
## Monterey.l1      -0.305597   0.149682  -2.042  0.04857 *  
## Placer.l1         0.028024   0.331657   0.084  0.93313    
## SanLuisObispo.l1 -0.139101   0.146691  -0.948  0.34932    
## SantaCruz.l1      0.103774   0.079598   1.304  0.20060    
## Marin.l1         -0.114543   0.072888  -1.571  0.12482    
## Butte.l1          0.047803   0.243620   0.196  0.84554    
## Yolo.l1           0.233401   0.175604   1.329  0.19217    
## ElDorado.l1      -0.283482   0.181568  -1.561  0.12720    
## Shasta.l1        -0.109346   0.288783  -0.379  0.70718    
## Madera.l1         0.634747   0.421438   1.506  0.14075    
## Kings.l1         -0.138185   0.168787  -0.819  0.41835    
## Napa.l1           0.286285   0.108667   2.635  0.01235 *  
## Humboldt.l1      -0.174714   0.109691  -1.593  0.11995    
## Sutter.l1        -0.639267   0.259590  -2.463  0.01871 *  
## Mendocino.l1      0.063053   0.062473   1.009  0.31958    
## SanBenito.l1      0.431937   0.165841   2.605  0.01329 *  
## LosAngeles.l2    -0.150003   0.100095  -1.499  0.14269    
## SanDiego.l2       0.479860   0.214729   2.235  0.03173 *  
## Orange.l2        -0.033105   0.147966  -0.224  0.82423    
## Riverside.l2      0.560082   0.331905   1.687  0.10016    
## SanBernadino.l2   0.285237   0.174657   1.633  0.11116    
## SantaClara.l2    -0.114284   0.071209  -1.605  0.11725    
## Alameda.l2        0.368753   0.149083   2.473  0.01823 *  
## Sacramento.l2    -0.346337   0.375281  -0.923  0.36222    
## Fresno.l2        -0.180806   0.489912  -0.369  0.71425    
## Kern.l2           0.144267   0.337034   0.428  0.67117    
## SanFrancisco.l2   0.034213   0.077696   0.440  0.66232    
## Ventura.l2       -0.366256   0.223579  -1.638  0.11010    
## SanJoaquin.l2    -0.244213   0.256898  -0.951  0.34813    
## SanMateo.l2      -0.061759   0.087902  -0.703  0.48683    
## Stanislaus.l2     0.212820   0.259447   0.820  0.41745    
## Sonoma.l2         0.150257   0.141886   1.059  0.29665    
## Tulare.l2        -0.185906   0.506016  -0.367  0.71548    
## Solano.l2        -0.394052   0.222845  -1.768  0.08549 .  
## SantaBarbara.l2   0.022402   0.128844   0.174  0.86294    
## Monterey.l2       0.030148   0.148006   0.204  0.83974    
## Placer.l2         0.203804   0.338445   0.602  0.55083    
## SanLuisObispo.l2  0.112152   0.155431   0.722  0.47523    
## SantaCruz.l2     -0.127507   0.101493  -1.256  0.21709    
## Marin.l2         -0.042150   0.093786  -0.449  0.65581    
## Butte.l2          0.138455   0.270695   0.511  0.61214    
## Yolo.l2           0.190836   0.212615   0.898  0.37538    
## ElDorado.l2       0.072430   0.175669   0.412  0.68256    
## Shasta.l2        -0.523864   0.340250  -1.540  0.13239    
## Madera.l2        -0.292433   0.428120  -0.683  0.49894    
## Kings.l2          0.014457   0.285244   0.051  0.95986    
## Napa.l2          -0.189330   0.119190  -1.588  0.12092    
## Humboldt.l2      -0.131827   0.150991  -0.873  0.38841    
## Sutter.l2         0.112575   0.416684   0.270  0.78857    
## Mendocino.l2      0.006955   0.080559   0.086  0.93168    
## SanBenito.l2     -0.047293   0.163821  -0.289  0.77448    
## LosAngeles.l3     0.074652   0.128665   0.580  0.56539    
## SanDiego.l3      -0.410716   0.203211  -2.021  0.05075 .  
## Orange.l3         0.176002   0.130009   1.354  0.18425    
## Riverside.l3     -0.659547   0.235854  -2.796  0.00824 ** 
## SanBernadino.l3  -0.112045   0.191210  -0.586  0.56154    
## SantaClara.l3     0.102823   0.062016   1.658  0.10600    
## Alameda.l3       -0.041969   0.148547  -0.283  0.77915    
## Sacramento.l3    -0.052154   0.313641  -0.166  0.86886    
## Fresno.l3         0.786014   0.425909   1.845  0.07320 .  
## Kern.l3          -0.727318   0.334874  -2.172  0.03653 *  
## SanFrancisco.l3   0.060068   0.075955   0.791  0.43422    
## Ventura.l3       -0.280734   0.211566  -1.327  0.19289    
## SanJoaquin.l3     0.197485   0.273506   0.722  0.47493    
## SanMateo.l3      -0.034877   0.066024  -0.528  0.60057    
## Stanislaus.l3    -0.006685   0.309012  -0.022  0.98286    
## Sonoma.l3        -0.108349   0.149250  -0.726  0.47256    
## Tulare.l3        -0.437726   0.406410  -1.077  0.28862    
## Solano.l3        -0.076744   0.313909  -0.244  0.80825    
## SantaBarbara.l3  -0.133119   0.126576  -1.052  0.29995    
## Monterey.l3       0.339967   0.170424   1.995  0.05368 .  
## Placer.l3        -0.361585   0.192216  -1.881  0.06806 .  
## SanLuisObispo.l3  0.190091   0.196977   0.965  0.34096    
## SantaCruz.l3     -0.066622   0.083444  -0.798  0.42987    
## Marin.l3          0.076341   0.102866   0.742  0.46281    
## Butte.l3         -0.149731   0.224525  -0.667  0.50910    
## Yolo.l3          -0.180334   0.215872  -0.835  0.40902    
## ElDorado.l3       0.063169   0.174234   0.363  0.71906    
## Shasta.l3         0.542228   0.283933   1.910  0.06416 .  
## Madera.l3        -0.006847   0.390763  -0.018  0.98612    
## Kings.l3          0.010001   0.285369   0.035  0.97224    
## Napa.l3           0.101037   0.132289   0.764  0.44999    
## Humboldt.l3       0.279420   0.148051   1.887  0.06720 .  
## Sutter.l3        -0.182442   0.478499  -0.381  0.70524    
## Mendocino.l3     -0.053798   0.072695  -0.740  0.46407    
## SanBenito.l3     -0.070718   0.197203  -0.359  0.72199    
## LosAngeles.l4     0.055263   0.114449   0.483  0.63212    
## SanDiego.l4      -0.227552   0.217849  -1.045  0.30320    
## Orange.l4        -0.054940   0.113057  -0.486  0.62995    
## Riverside.l4     -0.119771   0.342717  -0.349  0.72877    
## SanBernadino.l4  -0.393233   0.210556  -1.868  0.06998 .  
## SantaClara.l4    -0.138517   0.067882  -2.041  0.04868 *  
## Alameda.l4        0.007750   0.121766   0.064  0.94960    
## Sacramento.l4     0.403413   0.257770   1.565  0.12633    
## Fresno.l4        -0.429442   0.303113  -1.417  0.16515    
## Kern.l4           0.440185   0.286012   1.539  0.13254    
## SanFrancisco.l4  -0.169262   0.067129  -2.521  0.01625 *  
## Ventura.l4        0.577519   0.211871   2.726  0.00984 ** 
## SanJoaquin.l4    -0.272587   0.279809  -0.974  0.33646    
## SanMateo.l4      -0.002597   0.060567  -0.043  0.96603    
## Stanislaus.l4     0.485943   0.242901   2.001  0.05302 .  
## Sonoma.l4         0.163159   0.126561   1.289  0.20556    
## Tulare.l4        -0.427394   0.412961  -1.035  0.30760    
## Solano.l4         0.143769   0.243388   0.591  0.55841    
## SantaBarbara.l4   0.309032   0.168221   1.837  0.07447 .  
## Monterey.l4      -0.076568   0.136641  -0.560  0.57871    
## Placer.l4         0.391877   0.233484   1.678  0.10193    
## SanLuisObispo.l4 -0.169141   0.199439  -0.848  0.40199    
## SantaCruz.l4      0.158341   0.074584   2.123  0.04070 *  
## Marin.l4         -0.124016   0.076362  -1.624  0.11309    
## Butte.l4          0.001289   0.227339   0.006  0.99551    
## Yolo.l4           0.087684   0.309558   0.283  0.77860    
## ElDorado.l4      -0.185222   0.160791  -1.152  0.25694    
## Shasta.l4         0.111873   0.310319   0.361  0.72057    
## Madera.l4         0.160956   0.432396   0.372  0.71189    
## Kings.l4          0.098740   0.309841   0.319  0.75181    
## Napa.l4           0.142193   0.123810   1.148  0.25835    
## Humboldt.l4      -0.008697   0.120958  -0.072  0.94308    
## Sutter.l4        -0.106764   0.497393  -0.215  0.83125    
## Mendocino.l4      0.089051   0.092525   0.962  0.34224    
## SanBenito.l4     -0.072582   0.208795  -0.348  0.73015    
## LosAngeles.l5    -0.216286   0.103640  -2.087  0.04404 *  
## SanDiego.l5       0.506127   0.193644   2.614  0.01299 *  
## Orange.l5         0.056852   0.115737   0.491  0.62626    
## Riverside.l5      0.634169   0.256641   2.471  0.01834 *  
## SanBernadino.l5   0.326121   0.201517   1.618  0.11432    
## SantaClara.l5     0.173747   0.067960   2.557  0.01493 *  
## Alameda.l5       -0.043321   0.103383  -0.419  0.67768    
## Sacramento.l5    -0.201355   0.300340  -0.670  0.50687    
## Fresno.l5        -0.404161   0.395398  -1.022  0.31353    
## Kern.l5           0.204580   0.346686   0.590  0.55881    
## SanFrancisco.l5   0.101789   0.060499   1.683  0.10113    
## Ventura.l5       -0.507732   0.158892  -3.195  0.00290 ** 
## SanJoaquin.l5     0.309059   0.274473   1.126  0.26761    
## SanMateo.l5       0.096442   0.078551   1.228  0.22750    
## Stanislaus.l5    -0.498285   0.242960  -2.051  0.04761 *  
## Sonoma.l5        -0.239739   0.142265  -1.685  0.10061    
## Tulare.l5        -0.353097   0.541161  -0.652  0.51824    
## Solano.l5         0.038653   0.230409   0.168  0.86771    
## SantaBarbara.l5  -0.225718   0.151776  -1.487  0.14567    
## Monterey.l5      -0.033365   0.115391  -0.289  0.77413    
## Placer.l5        -0.077323   0.203662  -0.380  0.70643    
## SanLuisObispo.l5  0.386875   0.180050   2.149  0.03846 *  
## SantaCruz.l5     -0.159536   0.062970  -2.534  0.01579 *  
## Marin.l5         -0.006770   0.060137  -0.113  0.91099    
## Butte.l5          0.528983   0.350662   1.509  0.14015    
## Yolo.l5          -0.052706   0.303120  -0.174  0.86294    
## ElDorado.l5      -0.266451   0.205116  -1.299  0.20219    
## Shasta.l5        -0.141371   0.309252  -0.457  0.65032    
## Madera.l5         0.252063   0.420441   0.600  0.55258    
## Kings.l5         -0.120305   0.287640  -0.418  0.67825    
## Napa.l5          -0.172583   0.119841  -1.440  0.15848    
## Humboldt.l5      -0.087151   0.122131  -0.714  0.48008    
## Sutter.l5         0.374473   0.350862   1.067  0.29294    
## Mendocino.l5      0.145093   0.105586   1.374  0.17788    
## SanBenito.l5     -0.114725   0.215039  -0.534  0.59696    
## LosAngeles.l6     0.042792   0.106767   0.401  0.69094    
## SanDiego.l6      -0.278681   0.156964  -1.775  0.08428 .  
## Orange.l6         0.153073   0.107760   1.421  0.16406    
## Riverside.l6     -0.036779   0.325618  -0.113  0.91070    
## SanBernadino.l6  -0.081771   0.221084  -0.370  0.71365    
## SantaClara.l6    -0.085016   0.045138  -1.883  0.06773 .  
## Alameda.l6        0.048682   0.091295   0.533  0.59715    
## Sacramento.l6    -0.242964   0.280910  -0.865  0.39281    
## Fresno.l6         0.022109   0.298458   0.074  0.94136    
## Kern.l6          -0.509448   0.293094  -1.738  0.09073 .  
## SanFrancisco.l6   0.094039   0.066025   1.424  0.16297    
## Ventura.l6       -0.114660   0.247021  -0.464  0.64532    
## SanJoaquin.l6    -0.204805   0.226720  -0.903  0.37235    
## SanMateo.l6      -0.105751   0.067406  -1.569  0.12543    
## Stanislaus.l6     0.326339   0.324830   1.005  0.32177    
## Sonoma.l6         0.252565   0.150538   1.678  0.10206    
## Tulare.l6         0.667715   0.446184   1.497  0.14324    
## Solano.l6        -0.083199   0.166497  -0.500  0.62032    
## SantaBarbara.l6  -0.136846   0.174598  -0.784  0.43830    
## Monterey.l6       0.164490   0.101779   1.616  0.11479    
## Placer.l6         0.173886   0.249812   0.696  0.49086    
## SanLuisObispo.l6 -0.093813   0.149963  -0.626  0.53554    
## SantaCruz.l6      0.051825   0.058617   0.884  0.38249    
## Marin.l6         -0.023933   0.059647  -0.401  0.69060    
## Butte.l6         -0.566282   0.249933  -2.266  0.02958 *  
## Yolo.l6          -0.066174   0.240538  -0.275  0.78480    
## ElDorado.l6       0.280832   0.169786   1.654  0.10682    
## Shasta.l6         0.937320   0.289093   3.242  0.00256 ** 
## Madera.l6        -0.919501   0.386866  -2.377  0.02290 *  
## Kings.l6          0.129706   0.240178   0.540  0.59249    
## Napa.l6          -0.026165   0.144521  -0.181  0.85735    
## Humboldt.l6      -0.182894   0.134362  -1.361  0.18191    
## Sutter.l6         0.230139   0.340085   0.677  0.50291    
## Mendocino.l6      0.057476   0.077319   0.743  0.46208    
## SanBenito.l6     -0.021580   0.112534  -0.192  0.84900    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 174 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 4.91e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation SanMateo: 
## ========================================= 
## SanMateo = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                    Estimate Std. Error t value Pr(>|t|)   
## LosAngeles.l1     1.5495018  0.4351713   3.561  0.00106 **
## SanDiego.l1       1.5461235  0.9129553   1.694  0.09899 . 
## Orange.l1         0.5164987  0.6019298   0.858  0.39653   
## Riverside.l1     -3.1661417  1.5075549  -2.100  0.04278 * 
## SanBernadino.l1  -0.9964388  0.8068581  -1.235  0.22484   
## SantaClara.l1     0.1254738  0.1884460   0.666  0.50976   
## Alameda.l1        1.6738954  0.6338913   2.641  0.01216 * 
## Sacramento.l1    -1.6097833  1.7440650  -0.923  0.36215   
## Fresno.l1         0.4986789  1.1529472   0.433  0.66794   
## Kern.l1           0.3529017  0.9576325   0.369  0.71465   
## SanFrancisco.l1  -0.1563922  0.2059302  -0.759  0.45253   
## Ventura.l1       -0.6620500  0.5775449  -1.146  0.25923   
## SanJoaquin.l1     0.7341692  0.7571466   0.970  0.33869   
## SanMateo.l1      -0.1666750  0.2929519  -0.569  0.57292   
## Stanislaus.l1     2.5913489  1.0120699   2.560  0.01479 * 
## Sonoma.l1         0.2709405  0.5251122   0.516  0.60903   
## Tulare.l1         0.6935484  1.7718464   0.391  0.69779   
## Solano.l1        -2.0286000  0.8577050  -2.365  0.02353 * 
## SantaBarbara.l1  -0.7306803  0.4686032  -1.559  0.12768   
## Monterey.l1      -1.3333083  0.6388293  -2.087  0.04402 * 
## Placer.l1         0.3384049  1.4154795   0.239  0.81240   
## SanLuisObispo.l1 -2.1360621  0.6260629  -3.412  0.00161 **
## SantaCruz.l1      1.1590156  0.3397173   3.412  0.00161 **
## Marin.l1         -0.2354330  0.3110794  -0.757  0.45408   
## Butte.l1          1.4954719  1.0397467   1.438  0.15899   
## Yolo.l1          -0.7233577  0.7494614  -0.965  0.34090   
## ElDorado.l1      -0.6111231  0.7749138  -0.789  0.43549   
## Shasta.l1         1.2588106  1.2324976   1.021  0.31390   
## Madera.l1         0.9089787  1.7986551   0.505  0.61638   
## Kings.l1         -1.4896296  0.7203672  -2.068  0.04590 * 
## Napa.l1           0.9424280  0.4637790   2.032  0.04958 * 
## Humboldt.l1       0.4979435  0.4681505   1.064  0.29457   
## Sutter.l1        -3.5010669  1.1079023  -3.160  0.00319 **
## Mendocino.l1      0.1473873  0.2666293   0.553  0.58383   
## SanBenito.l1      1.4135821  0.7077918   1.997  0.05341 . 
## LosAngeles.l2    -0.7145815  0.4271945  -1.673  0.10305   
## SanDiego.l2       0.9498946  0.9164402   1.037  0.30688   
## Orange.l2        -0.2373320  0.6315035  -0.376  0.70926   
## Riverside.l2      1.0204813  1.4165358   0.720  0.47593   
## SanBernadino.l2   0.4737769  0.7454183   0.636  0.52907   
## SantaClara.l2    -0.9041525  0.3039126  -2.975  0.00521 **
## Alameda.l2        0.1099659  0.6362708   0.173  0.86375   
## Sacramento.l2    -1.6324581  1.6016634  -1.019  0.31490   
## Fresno.l2         4.7259658  2.0908958   2.260  0.02995 * 
## Kern.l2          -1.0887073  1.4384293  -0.757  0.45405   
## SanFrancisco.l2   0.0099463  0.3315991   0.030  0.97624   
## Ventura.l2       -2.2745535  0.9542111  -2.384  0.02254 * 
## SanJoaquin.l2    -0.8199377  1.0964140  -0.748  0.45942   
## SanMateo.l2      -0.1303557  0.3751552  -0.347  0.73026   
## Stanislaus.l2     3.0239580  1.1072947   2.731  0.00972 **
## Sonoma.l2         0.3274516  0.6055567   0.541  0.59201   
## Tulare.l2        -2.1090832  2.1596255  -0.977  0.33529   
## Solano.l2         1.7362002  0.9510789   1.826  0.07623 . 
## SantaBarbara.l2   0.0160779  0.5498928   0.029  0.97684   
## Monterey.l2       0.0239255  0.6316748   0.038  0.97000   
## Placer.l2         0.3421545  1.4444474   0.237  0.81410   
## SanLuisObispo.l2  1.0273721  0.6633641   1.549  0.13019   
## SantaCruz.l2      0.1367089  0.4331609   0.316  0.75412   
## Marin.l2         -0.1477499  0.4002693  -0.369  0.71420   
## Butte.l2         -0.6425564  1.1553008  -0.556  0.58153   
## Yolo.l2           0.7717445  0.9074213   0.850  0.40068   
## ElDorado.l2       1.0929893  0.7497383   1.458  0.15356   
## Shasta.l2        -2.5105894  1.4521547  -1.729  0.09240 . 
## Madera.l2         2.8106456  1.8271719   1.538  0.13273   
## Kings.l2          0.1140424  1.2173915   0.094  0.92588   
## Napa.l2          -0.3902627  0.5086905  -0.767  0.44797   
## Humboldt.l2      -0.8487046  0.6444130  -1.317  0.19615   
## Sutter.l2        -1.7730509  1.7783678  -0.997  0.32541   
## Mendocino.l2      0.0447597  0.3438177   0.130  0.89715   
## SanBenito.l2     -0.5032107  0.6991737  -0.720  0.47634   
## LosAngeles.l3    -0.0127832  0.5491286  -0.023  0.98156   
## SanDiego.l3       1.1301177  0.8672845   1.303  0.20083   
## Orange.l3         0.2296701  0.5548643   0.414  0.68139   
## Riverside.l3     -0.7197691  1.0066033  -0.715  0.47919   
## SanBernadino.l3  -0.6457330  0.8160632  -0.791  0.43396   
## SantaClara.l3     0.8500582  0.2646778   3.212  0.00278 **
## Alameda.l3        0.3624348  0.6339830   0.572  0.57109   
## Sacramento.l3    -0.6922207  1.3385873  -0.517  0.60823   
## Fresno.l3        -2.4006844  1.8177377  -1.321  0.19494   
## Kern.l3          -0.2923295  1.4292103  -0.205  0.83908   
## SanFrancisco.l3   0.4661112  0.3241700   1.438  0.15911   
## Ventura.l3        0.0402586  0.9029445   0.045  0.96468   
## SanJoaquin.l3    -0.6657088  1.1672962  -0.570  0.57202   
## SanMateo.l3      -0.3384875  0.2817831  -1.201  0.23750   
## Stanislaus.l3     0.6074650  1.3188342   0.461  0.64785   
## Sonoma.l3         0.1533636  0.6369825   0.241  0.81110   
## Tulare.l3         2.3240936  1.7345154   1.340  0.18867   
## Solano.l3        -0.6286769  1.3397332  -0.469  0.64172   
## SantaBarbara.l3   0.8921203  0.5402137   1.651  0.10735   
## Monterey.l3      -0.7845027  0.7273545  -1.079  0.28795   
## Placer.l3        -0.2754763  0.8203598  -0.336  0.73897   
## SanLuisObispo.l3  0.4773886  0.8406761   0.568  0.57365   
## SantaCruz.l3     -0.5405768  0.3561299  -1.518  0.13777   
## Marin.l3         -0.2457944  0.4390209  -0.560  0.57904   
## Butte.l3         -1.8189370  0.9582505  -1.898  0.06571 . 
## Yolo.l3          -1.5252892  0.9213194  -1.656  0.10651   
## ElDorado.l3      -1.1839436  0.7436126  -1.592  0.12009   
## Shasta.l3         2.1347970  1.2117978   1.762  0.08662 . 
## Madera.l3        -0.5674930  1.6677385  -0.340  0.73563   
## Kings.l3         -0.8525052  1.2179253  -0.700  0.48845   
## Napa.l3           0.0966804  0.5645984   0.171  0.86500   
## Humboldt.l3       1.1773200  0.6318651   1.863  0.07060 . 
## Sutter.l3         0.6682165  2.0421868   0.327  0.74541   
## Mendocino.l3     -0.3106231  0.3102562  -1.001  0.32342   
## SanBenito.l3     -0.7136429  0.8416409  -0.848  0.40209   
## LosAngeles.l4     0.5324812  0.4884561   1.090  0.28290   
## SanDiego.l4      -0.8630851  0.9297584  -0.928  0.35944   
## Orange.l4         0.0467181  0.4825179   0.097  0.92341   
## Riverside.l4     -0.1514755  1.4626829  -0.104  0.91809   
## SanBernadino.l4  -0.6289219  0.8986302  -0.700  0.48851   
## SantaClara.l4    -0.5885359  0.2897139  -2.031  0.04964 * 
## Alameda.l4        0.6945988  0.5196845   1.337  0.18975   
## Sacramento.l4    -0.9402501  1.1001346  -0.855  0.39839   
## Fresno.l4         0.1932660  1.2936576   0.149  0.88208   
## Kern.l4          -1.9483994  1.2206687  -1.596  0.11919   
## SanFrancisco.l4  -0.0556035  0.2864980  -0.194  0.84720   
## Ventura.l4       -0.3988302  0.9042445  -0.441  0.66180   
## SanJoaquin.l4     0.5736830  1.1941959   0.480  0.63385   
## SanMateo.l4       0.0013329  0.2584951   0.005  0.99591   
## Stanislaus.l4     3.4533887  1.0366778   3.331  0.00201 **
## Sonoma.l4        -0.1175734  0.5401477  -0.218  0.82892   
## Tulare.l4         0.5380507  1.7624779   0.305  0.76191   
## Solano.l4         0.3550007  1.0387540   0.342  0.73452   
## SantaBarbara.l4   0.5374491  0.7179504   0.749  0.45897   
## Monterey.l4      -0.1223880  0.5831683  -0.210  0.83495   
## Placer.l4         1.5912946  0.9964853   1.597  0.11903   
## SanLuisObispo.l4 -0.3184509  0.8511853  -0.374  0.71050   
## SantaCruz.l4      0.7611267  0.3183182   2.391  0.02215 * 
## Marin.l4         -0.8031207  0.3259051  -2.464  0.01864 * 
## Butte.l4         -0.5718490  0.9702618  -0.589  0.55929   
## Yolo.l4          -1.6657851  1.3211625  -1.261  0.21547   
## ElDorado.l4       0.8130498  0.6862408   1.185  0.24386   
## Shasta.l4         4.0933307  1.3244095   3.091  0.00384 **
## Madera.l4        -3.7860572  1.8454215  -2.052  0.04754 * 
## Kings.l4         -1.1537713  1.3223726  -0.873  0.38872   
## Napa.l4           0.6367442  0.5284106   1.205  0.23606   
## Humboldt.l4       0.2079596  0.5162351   0.403  0.68945   
## Sutter.l4         2.8287857  2.1228247   1.333  0.19105   
## Mendocino.l4      0.8787238  0.3948854   2.225  0.03242 * 
## SanBenito.l4      0.1344429  0.8911168   0.151  0.88092   
## LosAngeles.l5    -0.6437551  0.4423248  -1.455  0.15423   
## SanDiego.l5       0.5621831  0.8264521   0.680  0.50071   
## Orange.l5         0.0681255  0.4939525   0.138  0.89107   
## Riverside.l5      1.4710257  1.0953179   1.343  0.18767   
## SanBernadino.l5  -0.1239249  0.8600538  -0.144  0.88623   
## SantaClara.l5     0.0638589  0.2900460   0.220  0.82698   
## Alameda.l5       -0.5190688  0.4412272  -1.176  0.24715   
## Sacramento.l5     1.8775876  1.2818208   1.465  0.15166   
## Fresno.l5        -3.0421955  1.6875207  -1.803  0.07980 . 
## Kern.l5           2.3877482  1.4796219   1.614  0.11531   
## SanFrancisco.l5  -0.0001693  0.2582024  -0.001  0.99948   
## Ventura.l5        0.2727395  0.6781342   0.402  0.68992   
## SanJoaquin.l5    -2.2385761  1.1714250  -1.911  0.06399 . 
## SanMateo.l5       0.0059526  0.3352473   0.018  0.98593   
## Stanislaus.l5    -1.8724741  1.0369308  -1.806  0.07932 . 
## Sonoma.l5         0.8414432  0.6071747   1.386  0.17432   
## Tulare.l5        -0.4862964  2.3096196  -0.211  0.83442   
## Solano.l5         0.0469138  0.9833612   0.048  0.96221   
## SantaBarbara.l5  -0.0794399  0.6477644  -0.123  0.90308   
## Monterey.l5       0.0771082  0.4924787   0.157  0.87646   
## Placer.l5        -0.1823390  0.8692075  -0.210  0.83503   
## SanLuisObispo.l5  0.9467463  0.7684342   1.232  0.22592   
## SantaCruz.l5     -0.2039084  0.2687499  -0.759  0.45295   
## Marin.l5         -0.1259645  0.2566579  -0.491  0.62656   
## Butte.l5          1.1873812  1.4965922   0.793  0.43275   
## Yolo.l5          -0.0008025  1.2936867  -0.001  0.99951   
## ElDorado.l5      -0.5610052  0.8754150  -0.641  0.52568   
## Shasta.l5        -2.9614142  1.3198584  -2.244  0.03109 * 
## Madera.l5         4.8643399  1.7944019   2.711  0.01022 * 
## Kings.l5          0.7868772  1.2276197   0.641  0.52560   
## Napa.l5           0.0626048  0.5114710   0.122  0.90326   
## Humboldt.l5       0.4257176  0.5212413   0.817  0.41945   
## Sutter.l5        -3.1547366  1.4974432  -2.107  0.04217 * 
## Mendocino.l5     -0.3281638  0.4506313  -0.728  0.47118   
## SanBenito.l5     -0.7737066  0.9177660  -0.843  0.40478   
## LosAngeles.l6     0.9390677  0.4556691   2.061  0.04660 * 
## SanDiego.l6       1.6482320  0.6699057   2.460  0.01881 * 
## Orange.l6         1.0749709  0.4599081   2.337  0.02510 * 
## Riverside.l6     -2.4504953  1.3897068  -1.763  0.08633 . 
## SanBernadino.l6  -0.9664891  0.9435664  -1.024  0.31253   
## SantaClara.l6    -0.0947142  0.1926441  -0.492  0.62595   
## Alameda.l6        0.2314315  0.3896371   0.594  0.55625   
## Sacramento.l6     0.1787541  1.1988960   0.149  0.88231   
## Fresno.l6         2.8990192  1.2737883   2.276  0.02890 * 
## Kern.l6          -2.4566023  1.2508972  -1.964  0.05730 . 
## SanFrancisco.l6   0.4441208  0.2817897   1.576  0.12376   
## Ventura.l6       -2.4795420  1.0542592  -2.352  0.02427 * 
## SanJoaquin.l6    -0.0615627  0.9676173  -0.064  0.94962   
## SanMateo.l6       0.0057256  0.2876820   0.020  0.98423   
## Stanislaus.l6     0.4394373  1.3863423   0.317  0.75309   
## Sonoma.l6        -0.0890081  0.6424816  -0.139  0.89059   
## Tulare.l6         6.4352584  1.9042689   3.379  0.00176 **
## Solano.l6         1.1751618  0.7105905   1.654  0.10687   
## SantaBarbara.l6  -1.0661843  0.7451684  -1.431  0.16111   
## Monterey.l6      -0.0898099  0.4343826  -0.207  0.83737   
## Placer.l6         2.3194228  1.0661725   2.175  0.03624 * 
## SanLuisObispo.l6 -1.4084466  0.6400279  -2.201  0.03426 * 
## SantaCruz.l6     -0.2899690  0.2501735  -1.159  0.25406   
## Marin.l6         -0.2021384  0.2545661  -0.794  0.43237   
## Butte.l6         -3.6869046  1.0666874  -3.456  0.00142 **
## Yolo.l6          -1.4607402  1.0265914  -1.423  0.16337   
## ElDorado.l6      -0.9329831  0.7246294  -1.288  0.20613   
## Shasta.l6         3.1022106  1.2338194   2.514  0.01654 * 
## Madera.l6        -1.9588424  1.6511035  -1.186  0.24324   
## Kings.l6         -1.9067235  1.0250572  -1.860  0.07105 . 
## Napa.l6           0.3130085  0.6168001   0.507  0.61492   
## Humboldt.l6      -0.2144415  0.5734417  -0.374  0.71063   
## Sutter.l6         1.6053434  1.4514489   1.106  0.27605   
## Mendocino.l6      0.9924860  0.3299898   3.008  0.00478 **
## SanBenito.l6      0.6318924  0.4802848   1.316  0.19661   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 742.6 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 2.383e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Stanislaus: 
## =========================================== 
## Stanislaus = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.302877   0.091167   3.322 0.002058 ** 
## SanDiego.l1       0.074647   0.191262   0.390 0.698625    
## Orange.l1        -0.147161   0.126103  -1.167 0.250887    
## Riverside.l1     -0.193865   0.315829  -0.614 0.543189    
## SanBernadino.l1  -0.244224   0.169035  -1.445 0.157159    
## SantaClara.l1    -0.094249   0.039479  -2.387 0.022346 *  
## Alameda.l1       -0.002423   0.132799  -0.018 0.985543    
## Sacramento.l1     0.995988   0.365377   2.726 0.009840 ** 
## Fresno.l1        -0.732535   0.241539  -3.033 0.004475 ** 
## Kern.l1           0.365068   0.200622   1.820 0.077131 .  
## SanFrancisco.l1  -0.104050   0.043142  -2.412 0.021099 *  
## Ventura.l1        0.145933   0.120994   1.206 0.235641    
## SanJoaquin.l1     0.310011   0.158620   1.954 0.058453 .  
## SanMateo.l1      -0.020415   0.061373  -0.333 0.741330    
## Stanislaus.l1     0.576849   0.212026   2.721 0.009971 ** 
## Sonoma.l1        -0.185976   0.110010  -1.691 0.099566 .  
## Tulare.l1         0.587320   0.371197   1.582 0.122344    
## Solano.l1        -0.097781   0.179687  -0.544 0.589676    
## SantaBarbara.l1   0.006876   0.098171   0.070 0.944550    
## Monterey.l1       0.054592   0.133833   0.408 0.685753    
## Placer.l1        -0.564680   0.296539  -1.904 0.064896 .  
## SanLuisObispo.l1 -0.158954   0.131159  -1.212 0.233437    
## SantaCruz.l1      0.099290   0.071170   1.395 0.171532    
## Marin.l1          0.003463   0.065170   0.053 0.957920    
## Butte.l1          0.240479   0.217824   1.104 0.276916    
## Yolo.l1           0.023932   0.157010   0.152 0.879705    
## ElDorado.l1      -0.191012   0.162342  -1.177 0.247078    
## Shasta.l1        -0.212545   0.258205  -0.823 0.415834    
## Madera.l1         1.111655   0.376814   2.950 0.005554 ** 
## Kings.l1          0.098860   0.150915   0.655 0.516588    
## Napa.l1           0.027184   0.097161   0.280 0.781246    
## Humboldt.l1      -0.374752   0.098076  -3.821 0.000507 ***
## Sutter.l1        -0.730320   0.232103  -3.147 0.003310 ** 
## Mendocino.l1     -0.009233   0.055858  -0.165 0.869639    
## SanBenito.l1      0.472241   0.148281   3.185 0.002987 ** 
## LosAngeles.l2    -0.038830   0.089496  -0.434 0.666966    
## SanDiego.l2       0.772005   0.191992   4.021 0.000284 ***
## Orange.l2        -0.019374   0.132298  -0.146 0.884391    
## Riverside.l2     -0.472141   0.296761  -1.591 0.120358    
## SanBernadino.l2   0.029198   0.156163   0.187 0.852733    
## SantaClara.l2    -0.005606   0.063669  -0.088 0.930323    
## Alameda.l2        0.398200   0.133297   2.987 0.005042 ** 
## Sacramento.l2    -1.038119   0.335544  -3.094 0.003808 ** 
## Fresno.l2         0.384393   0.438037   0.878 0.386015    
## Kern.l2           0.056339   0.301347   0.187 0.852745    
## SanFrancisco.l2  -0.046887   0.069469  -0.675 0.504032    
## Ventura.l2       -0.778017   0.199905  -3.892 0.000413 ***
## SanJoaquin.l2     0.119274   0.229696   0.519 0.606752    
## SanMateo.l2      -0.077764   0.078594  -0.989 0.329050    
## Stanislaus.l2     0.478729   0.231975   2.064 0.046312 *  
## Sonoma.l2         0.125933   0.126863   0.993 0.327496    
## Tulare.l2        -0.560414   0.452436  -1.239 0.223488    
## Solano.l2        -0.378843   0.199249  -1.901 0.065283 .  
## SantaBarbara.l2   0.067683   0.115201   0.588 0.560519    
## Monterey.l2      -0.337804   0.132334  -2.553 0.015075 *  
## Placer.l2         0.602993   0.302608   1.993 0.053923 .  
## SanLuisObispo.l2  0.034938   0.138973   0.251 0.802931    
## SantaCruz.l2      0.060548   0.090746   0.667 0.508886    
## Marin.l2         -0.103613   0.083855  -1.236 0.224603    
## Butte.l2          0.191052   0.242033   0.789 0.435067    
## Yolo.l2           0.359193   0.190102   1.889 0.066903 .  
## ElDorado.l2      -0.134207   0.157068  -0.854 0.398507    
## Shasta.l2         0.226616   0.304223   0.745 0.461166    
## Madera.l2        -0.012249   0.382788  -0.032 0.974649    
## Kings.l2         -0.352589   0.255040  -1.382 0.175340    
## Napa.l2          -0.050974   0.106569  -0.478 0.635319    
## Humboldt.l2      -0.098292   0.135003  -0.728 0.471277    
## Sutter.l2        -0.525676   0.372563  -1.411 0.166837    
## Mendocino.l2      0.067446   0.072029   0.936 0.355322    
## SanBenito.l2      0.349943   0.146475   2.389 0.022253 *  
## LosAngeles.l3     0.069603   0.115041   0.605 0.548958    
## SanDiego.l3      -0.180995   0.181694  -0.996 0.325823    
## Orange.l3         0.396121   0.116243   3.408 0.001627 ** 
## Riverside.l3     -0.447601   0.210881  -2.123 0.040740 *  
## SanBernadino.l3  -0.351304   0.170963  -2.055 0.047205 *  
## SantaClara.l3    -0.050786   0.055449  -0.916 0.365816    
## Alameda.l3        0.170080   0.132818   1.281 0.208541    
## Sacramento.l3     0.066323   0.280431   0.237 0.814383    
## Fresno.l3         1.173591   0.380811   3.082 0.003932 ** 
## Kern.l3          -0.656651   0.299416  -2.193 0.034843 *  
## SanFrancisco.l3   0.057918   0.067913   0.853 0.399389    
## Ventura.l3       -0.288607   0.189165  -1.526 0.135825    
## SanJoaquin.l3    -0.197732   0.244546  -0.809 0.424074    
## SanMateo.l3      -0.127272   0.059033  -2.156 0.037846 *  
## Stanislaus.l3    -0.180921   0.276292  -0.655 0.516747    
## Sonoma.l3         0.027129   0.133446   0.203 0.840048    
## Tulare.l3        -0.042543   0.363377  -0.117 0.907449    
## Solano.l3        -0.634394   0.280671  -2.260 0.029949 *  
## SantaBarbara.l3  -0.233430   0.113173  -2.063 0.046424 *  
## Monterey.l3       0.380499   0.152379   2.497 0.017235 *  
## Placer.l3        -0.097255   0.171863  -0.566 0.574981    
## SanLuisObispo.l3 -0.003382   0.176119  -0.019 0.984787    
## SantaCruz.l3     -0.027020   0.074608  -0.362 0.719352    
## Marin.l3          0.119525   0.091974   1.300 0.202014    
## Butte.l3         -0.137268   0.200751  -0.684 0.498498    
## Yolo.l3          -0.068259   0.193014  -0.354 0.725667    
## ElDorado.l3       0.264051   0.155785   1.695 0.098715 .  
## Shasta.l3         0.302974   0.253869   1.193 0.240508    
## Madera.l3         0.075063   0.349387   0.215 0.831102    
## Kings.l3          0.034225   0.255152   0.134 0.894041    
## Napa.l3           0.134652   0.118282   1.138 0.262475    
## Humboldt.l3       0.181152   0.132374   1.368 0.179641    
## Sutter.l3        -0.167595   0.427833  -0.392 0.697566    
## Mendocino.l3      0.032051   0.064998   0.493 0.624930    
## SanBenito.l3     -0.388241   0.176322  -2.202 0.034165 *  
## LosAngeles.l4    -0.114171   0.102330  -1.116 0.271938    
## SanDiego.l4      -0.528532   0.194782  -2.713 0.010152 *  
## Orange.l4         0.196604   0.101086   1.945 0.059629 .  
## Riverside.l4     -0.397911   0.306428  -1.299 0.202357    
## SanBernadino.l4  -0.373667   0.188261  -1.985 0.054823 .  
## SantaClara.l4     0.037834   0.060694   0.623 0.536980    
## Alameda.l4        0.027732   0.108873   0.255 0.800386    
## Sacramento.l4     0.484830   0.230475   2.104 0.042464 *  
## Fresno.l4        -0.814175   0.271018  -3.004 0.004825 ** 
## Kern.l4           0.041486   0.255727   0.162 0.872035    
## SanFrancisco.l4   0.033018   0.060021   0.550 0.585644    
## Ventura.l4        0.342892   0.189437   1.810 0.078641 .  
## SanJoaquin.l4     0.326315   0.250181   1.304 0.200404    
## SanMateo.l4      -0.080658   0.054154  -1.489 0.145088    
## Stanislaus.l4     0.998948   0.217181   4.600 5.07e-05 ***
## Sonoma.l4        -0.007643   0.113160  -0.068 0.946528    
## Tulare.l4        -0.382481   0.369235  -1.036 0.307168    
## Solano.l4         0.567983   0.217616   2.610 0.013110 *  
## SantaBarbara.l4  -0.003989   0.150409  -0.027 0.978991    
## Monterey.l4       0.043577   0.122172   0.357 0.723408    
## Placer.l4        -0.193092   0.208761  -0.925 0.361155    
## SanLuisObispo.l4 -0.311547   0.178321  -1.747 0.089145 .  
## SantaCruz.l4      0.237278   0.066687   3.558 0.001070 ** 
## Marin.l4         -0.120545   0.068276  -1.766 0.085953 .  
## Butte.l4          0.236432   0.203267   1.163 0.252418    
## Yolo.l4           0.285111   0.276780   1.030 0.309834    
## ElDorado.l4      -0.267790   0.143766  -1.863 0.070683 .  
## Shasta.l4         0.543616   0.277460   1.959 0.057862 .  
## Madera.l4         0.479004   0.386611   1.239 0.223370    
## Kings.l4         -0.291841   0.277034  -1.053 0.299155    
## Napa.l4          -0.019961   0.110701  -0.180 0.857916    
## Humboldt.l4       0.220348   0.108150   2.037 0.049009 *  
## Sutter.l4        -0.481887   0.444726  -1.084 0.285764    
## Mendocino.l4      0.006218   0.082727   0.075 0.940505    
## SanBenito.l4     -0.206279   0.186687  -1.105 0.276514    
## LosAngeles.l5    -0.088924   0.092666  -0.960 0.343646    
## SanDiego.l5       0.343809   0.173140   1.986 0.054719 .  
## Orange.l5         0.003898   0.103482   0.038 0.970159    
## Riverside.l5      1.202145   0.229466   5.239 7.23e-06 ***
## SanBernadino.l5   0.004810   0.180179   0.027 0.978850    
## SantaClara.l5     0.049790   0.060764   0.819 0.417953    
## Alameda.l5        0.040397   0.092436   0.437 0.664701    
## Sacramento.l5    -0.324926   0.268538  -1.210 0.234172    
## Fresno.l5        -0.702200   0.353531  -1.986 0.054660 .  
## Kern.l5          -0.406626   0.309977  -1.312 0.197894    
## SanFrancisco.l5  -0.022737   0.054093  -0.420 0.676737    
## Ventura.l5       -0.426747   0.142067  -3.004 0.004828 ** 
## SanJoaquin.l5     0.260515   0.245411   1.062 0.295510    
## SanMateo.l5       0.147336   0.070233   2.098 0.043006 *  
## Stanislaus.l5    -0.379332   0.217234  -1.746 0.089307 .  
## Sonoma.l5         0.021611   0.127202   0.170 0.866044    
## Tulare.l5         0.209476   0.483859   0.433 0.667650    
## Solano.l5         0.376532   0.206012   1.828 0.075889 .  
## SantaBarbara.l5   0.120418   0.135705   0.887 0.380780    
## Monterey.l5      -0.130519   0.103173  -1.265 0.213981    
## Placer.l5         0.352665   0.182097   1.937 0.060663 .  
## SanLuisObispo.l5  0.614451   0.160985   3.817 0.000513 ***
## SantaCruz.l5     -0.162069   0.056302  -2.879 0.006683 ** 
## Marin.l5         -0.179761   0.053769  -3.343 0.001943 ** 
## Butte.l5         -0.054929   0.313532  -0.175 0.861909    
## Yolo.l5          -0.417943   0.271024  -1.542 0.131798    
## ElDorado.l5      -0.209451   0.183397  -1.142 0.260969    
## Shasta.l5         0.593718   0.276507   2.147 0.038585 *  
## Madera.l5        -0.722725   0.375923  -1.923 0.062478 .  
## Kings.l5         -0.295723   0.257183  -1.150 0.257785    
## Napa.l5          -0.116408   0.107152  -1.086 0.284531    
## Humboldt.l5      -0.132279   0.109199  -1.211 0.233649    
## Sutter.l5         0.329487   0.313710   1.050 0.300584    
## Mendocino.l5      0.120732   0.094406   1.279 0.209128    
## SanBenito.l5      0.015536   0.192270   0.081 0.936045    
## LosAngeles.l6     0.125648   0.095461   1.316 0.196420    
## SanDiego.l6      -0.054510   0.140344  -0.388 0.700005    
## Orange.l6         0.306698   0.096350   3.183 0.003000 ** 
## Riverside.l6      0.313574   0.291140   1.077 0.288619    
## SanBernadino.l6  -0.065492   0.197675  -0.331 0.742330    
## SantaClara.l6    -0.105215   0.040358  -2.607 0.013208 *  
## Alameda.l6       -0.163569   0.081628  -2.004 0.052657 .  
## Sacramento.l6    -0.118536   0.251166  -0.472 0.639814    
## Fresno.l6         0.231752   0.266855   0.868 0.390898    
## Kern.l6           0.391090   0.262060   1.492 0.144315    
## SanFrancisco.l6   0.138503   0.059034   2.346 0.024593 *  
## Ventura.l6       -0.292979   0.220865  -1.327 0.193025    
## SanJoaquin.l6    -0.352391   0.202713  -1.738 0.090693 .  
## SanMateo.l6      -0.128636   0.060269  -2.134 0.039693 *  
## Stanislaus.l6    -0.245299   0.290435  -0.845 0.403917    
## Sonoma.l6         0.478645   0.134598   3.556 0.001076 ** 
## Tulare.l6         1.032817   0.398939   2.589 0.013804 *  
## Solano.l6        -0.260269   0.148867  -1.748 0.088931 .  
## SantaBarbara.l6  -0.160712   0.156111  -1.029 0.310125    
## Monterey.l6       0.179695   0.091002   1.975 0.056019 .  
## Placer.l6        -0.053091   0.223360  -0.238 0.813468    
## SanLuisObispo.l6 -0.420358   0.134084  -3.135 0.003413 ** 
## SantaCruz.l6      0.213360   0.052411   4.071 0.000245 ***
## Marin.l6          0.041670   0.053331   0.781 0.439708    
## Butte.l6         -0.466287   0.223468  -2.087 0.044069 *  
## Yolo.l6           0.143291   0.215068   0.666 0.509495    
## ElDorado.l6       0.105981   0.151808   0.698 0.489583    
## Shasta.l6         0.201333   0.258482   0.779 0.441126    
## Madera.l6        -0.682987   0.345902  -1.975 0.056033 .  
## Kings.l6         -0.190522   0.214747  -0.887 0.380864    
## Napa.l6           0.009685   0.129218   0.075 0.940668    
## Humboldt.l6      -0.044198   0.120135  -0.368 0.715101    
## Sutter.l6         0.512160   0.304075   1.684 0.100772    
## Mendocino.l6      0.056700   0.069132   0.820 0.417519    
## SanBenito.l6     -0.196966   0.100618  -1.958 0.058069 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 155.6 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 4.537e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Sonoma: 
## ======================================= 
## Sonoma = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.610875   0.182433   3.348 0.001915 ** 
## SanDiego.l1       0.564595   0.382731   1.475 0.148859    
## Orange.l1        -0.076774   0.252342  -0.304 0.762694    
## Riverside.l1     -0.847139   0.632000  -1.340 0.188511    
## SanBernadino.l1  -0.546257   0.338253  -1.615 0.115056    
## SantaClara.l1    -0.146811   0.079001  -1.858 0.071312 .  
## Alameda.l1        0.650296   0.265741   2.447 0.019412 *  
## Sacramento.l1    -1.130559   0.731151  -1.546 0.130785    
## Fresno.l1        -0.053470   0.483341  -0.111 0.912527    
## Kern.l1           0.348835   0.401461   0.869 0.390650    
## SanFrancisco.l1  -0.238640   0.086331  -2.764 0.008937 ** 
## Ventura.l1       -0.533229   0.242120  -2.202 0.034131 *  
## SanJoaquin.l1     1.271519   0.317412   4.006 0.000296 ***
## SanMateo.l1      -0.143812   0.122812  -1.171 0.249296    
## Stanislaus.l1     1.095453   0.424282   2.582 0.014042 *  
## Sonoma.l1         0.799663   0.220139   3.633 0.000867 ***
## Tulare.l1         0.081410   0.742797   0.110 0.913336    
## Solano.l1        -1.133879   0.359569  -3.153 0.003249 ** 
## SantaBarbara.l1  -0.270709   0.196449  -1.378 0.176704    
## Monterey.l1      -0.125024   0.267811  -0.467 0.643430    
## Placer.l1         0.740765   0.593400   1.248 0.219965    
## SanLuisObispo.l1 -0.776984   0.262459  -2.960 0.005408 ** 
## SantaCruz.l1      0.355701   0.142417   2.498 0.017212 *  
## Marin.l1         -0.149663   0.130411  -1.148 0.258693    
## Butte.l1          0.916035   0.435885   2.102 0.042655 *  
## Yolo.l1           0.509393   0.314191   1.621 0.113683    
## ElDorado.l1      -0.506937   0.324861  -1.560 0.127397    
## Shasta.l1         0.129167   0.516690   0.250 0.804016    
## Madera.l1         0.411803   0.754036   0.546 0.588344    
## Kings.l1         -0.470801   0.301994  -1.559 0.127751    
## Napa.l1           0.150640   0.194426   0.775 0.443522    
## Humboldt.l1      -0.328074   0.196259  -1.672 0.103267    
## Sutter.l1        -1.930744   0.464457  -4.157 0.000190 ***
## Mendocino.l1      0.219768   0.111777   1.966 0.057032 .  
## SanBenito.l1      0.912853   0.296722   3.076 0.003988 ** 
## LosAngeles.l2    -0.251605   0.179089  -1.405 0.168618    
## SanDiego.l2       0.517473   0.384192   1.347 0.186427    
## Orange.l2         0.071123   0.264740   0.269 0.789732    
## Riverside.l2      0.069660   0.593843   0.117 0.907272    
## SanBernadino.l2   0.229118   0.312496   0.733 0.468191    
## SantaClara.l2    -0.117640   0.127407  -0.923 0.361976    
## Alameda.l2        0.559258   0.266739   2.097 0.043114 *  
## Sacramento.l2    -1.735599   0.671453  -2.585 0.013942 *  
## Fresno.l2         1.405745   0.876550   1.604 0.117513    
## Kern.l2          -0.450630   0.603021  -0.747 0.459743    
## SanFrancisco.l2   0.044708   0.139014   0.322 0.749607    
## Ventura.l2       -0.836025   0.400026  -2.090 0.043750 *  
## SanJoaquin.l2    -1.458776   0.459641  -3.174 0.003077 ** 
## SanMateo.l2      -0.180513   0.157273  -1.148 0.258636    
## Stanislaus.l2     1.079564   0.464202   2.326 0.025788 *  
## Sonoma.l2         0.047376   0.253863   0.187 0.853005    
## Tulare.l2         0.158531   0.905363   0.175 0.861981    
## Solano.l2         0.102801   0.398713   0.258 0.798004    
## SantaBarbara.l2   0.283506   0.230527   1.230 0.226743    
## Monterey.l2      -0.225714   0.264812  -0.852 0.399652    
## Placer.l2         0.706696   0.605544   1.167 0.250866    
## SanLuisObispo.l2  0.224153   0.278097   0.806 0.425521    
## SantaCruz.l2     -0.117401   0.181591  -0.647 0.522047    
## Marin.l2          0.050967   0.167802   0.304 0.763079    
## Butte.l2         -0.453969   0.484328  -0.937 0.354841    
## Yolo.l2          -0.035462   0.380411  -0.093 0.926246    
## ElDorado.l2       0.004304   0.314307   0.014 0.989149    
## Shasta.l2        -0.690601   0.608775  -1.134 0.264120    
## Madera.l2         0.765158   0.765991   0.999 0.324504    
## Kings.l2          0.167882   0.510357   0.329 0.744100    
## Napa.l2           0.317284   0.213254   1.488 0.145506    
## Humboldt.l2       0.243224   0.270152   0.900 0.373933    
## Sutter.l2        -0.685046   0.745531  -0.919 0.364280    
## Mendocino.l2     -0.106249   0.144136  -0.737 0.465813    
## SanBenito.l2     -0.125199   0.293109  -0.427 0.671820    
## LosAngeles.l3     0.009515   0.230207   0.041 0.967260    
## SanDiego.l3      -0.348932   0.363585  -0.960 0.343608    
## Orange.l3         0.374437   0.232611   1.610 0.116196    
## Riverside.l3     -0.161711   0.421990  -0.383 0.703817    
## SanBernadino.l3  -0.500548   0.342112  -1.463 0.152113    
## SantaClara.l3     0.141954   0.110959   1.279 0.208961    
## Alameda.l3       -0.037250   0.265780  -0.140 0.889318    
## Sacramento.l3    -0.007310   0.561165  -0.013 0.989678    
## Fresno.l3         0.144942   0.762036   0.190 0.850218    
## Kern.l3          -0.295144   0.599156  -0.493 0.625287    
## SanFrancisco.l3   0.111129   0.135899   0.818 0.418892    
## Ventura.l3       -0.287063   0.378534  -0.758 0.453175    
## SanJoaquin.l3     0.267462   0.489356   0.547 0.588054    
## SanMateo.l3       0.009617   0.118130   0.081 0.935565    
## Stanislaus.l3     0.445483   0.552884   0.806 0.425681    
## Sonoma.l3        -0.103079   0.267037  -0.386 0.701762    
## Tulare.l3        -0.465714   0.727147  -0.640 0.525924    
## Solano.l3         0.579035   0.561646   1.031 0.309436    
## SantaBarbara.l3  -0.047388   0.226469  -0.209 0.835435    
## Monterey.l3      -0.269965   0.304923  -0.885 0.381841    
## Placer.l3        -0.306943   0.343913  -0.893 0.378052    
## SanLuisObispo.l3  0.130376   0.352430   0.370 0.713599    
## SantaCruz.l3     -0.065891   0.149297  -0.441 0.661607    
## Marin.l3         -0.083977   0.184047  -0.456 0.650931    
## Butte.l3         -0.595118   0.401720  -1.481 0.147193    
## Yolo.l3           0.066743   0.386237   0.173 0.863775    
## ElDorado.l3       0.090686   0.311739   0.291 0.772795    
## Shasta.l3         0.578060   0.508012   1.138 0.262685    
## Madera.l3         0.636512   0.699153   0.910 0.368665    
## Kings.l3         -0.068803   0.510581  -0.135 0.893557    
## Napa.l3           0.023354   0.236692   0.099 0.921949    
## Humboldt.l3       0.661516   0.264892   2.497 0.017225 *  
## Sutter.l3         0.044003   0.856130   0.051 0.959293    
## Mendocino.l3     -0.142145   0.130066  -1.093 0.281712    
## SanBenito.l3     -0.594581   0.352834  -1.685 0.100609    
## LosAngeles.l4     0.135996   0.204772   0.664 0.510835    
## SanDiego.l4      -0.791157   0.389775  -2.030 0.049820 *  
## Orange.l4        -0.221223   0.202282  -1.094 0.281378    
## Riverside.l4      1.469906   0.613189   2.397 0.021837 *  
## SanBernadino.l4  -0.399294   0.376726  -1.060 0.296246    
## SantaClara.l4    -0.238044   0.121454  -1.960 0.057779 .  
## Alameda.l4        0.049433   0.217863   0.227 0.821787    
## Sacramento.l4     0.196314   0.461201   0.426 0.672891    
## Fresno.l4        -1.551736   0.542330  -2.861 0.006986 ** 
## Kern.l4          -0.195339   0.511731  -0.382 0.704911    
## SanFrancisco.l4  -0.181306   0.120106  -1.510 0.139887    
## Ventura.l4        0.306224   0.379079   0.808 0.424506    
## SanJoaquin.l4     0.053357   0.500633   0.107 0.915714    
## SanMateo.l4       0.196481   0.108367   1.813 0.078160 .  
## Stanislaus.l4     0.753882   0.434598   1.735 0.091356 .  
## Sonoma.l4         0.332766   0.226442   1.470 0.150372    
## Tulare.l4        -1.054043   0.738870  -1.427 0.162322    
## Solano.l4         0.475482   0.435469   1.092 0.282137    
## SantaBarbara.l4   0.550214   0.300981   1.828 0.075836 .  
## Monterey.l4       0.005370   0.244477   0.022 0.982599    
## Placer.l4        -0.049150   0.417749  -0.118 0.906995    
## SanLuisObispo.l4  0.624874   0.356836   1.751 0.088437 .  
## SantaCruz.l4     -0.060472   0.133446  -0.453 0.653153    
## Marin.l4         -0.152336   0.136627  -1.115 0.272247    
## Butte.l4          0.146075   0.406755   0.359 0.721601    
## Yolo.l4          -1.026620   0.553860  -1.854 0.072010 .  
## ElDorado.l4       0.492422   0.287687   1.712 0.095564 .  
## Shasta.l4         0.856839   0.555222   1.543 0.131519    
## Madera.l4        -1.600247   0.773641  -2.068 0.045837 *  
## Kings.l4          0.287900   0.554368   0.519 0.606708    
## Napa.l4          -0.318672   0.221521  -1.439 0.158913    
## Humboldt.l4       0.100369   0.216417   0.464 0.645601    
## Sutter.l4         1.168410   0.889935   1.313 0.197519    
## Mendocino.l4      0.313566   0.165545   1.894 0.066262 .  
## SanBenito.l4     -0.055751   0.373576  -0.149 0.882200    
## LosAngeles.l5    -0.121165   0.185432  -0.653 0.517638    
## SanDiego.l5       0.930657   0.346467   2.686 0.010866 *  
## Orange.l5         0.305540   0.207076   1.475 0.148772    
## Riverside.l5      0.312197   0.459181   0.680 0.500918    
## SanBernadino.l5   0.051376   0.360554   0.142 0.887486    
## SantaClara.l5     0.133717   0.121594   1.100 0.278761    
## Alameda.l5       -0.277626   0.184972  -1.501 0.142100    
## Sacramento.l5     0.456316   0.537367   0.849 0.401399    
## Fresno.l5        -1.951156   0.707446  -2.758 0.009079 ** 
## Kern.l5           0.855938   0.620290   1.380 0.176128    
## SanFrancisco.l5  -0.026808   0.108244  -0.248 0.805800    
## Ventura.l5       -0.372572   0.284289  -1.311 0.198312    
## SanJoaquin.l5    -0.696913   0.491087  -1.419 0.164464    
## SanMateo.l5       0.114236   0.140543   0.813 0.421664    
## Stanislaus.l5    -1.027971   0.434704  -2.365 0.023553 *  
## Sonoma.l5         0.276421   0.254541   1.086 0.284716    
## Tulare.l5         0.663261   0.968244   0.685 0.497722    
## Solano.l5         0.660592   0.412247   1.602 0.117803    
## SantaBarbara.l5   0.144472   0.271557   0.532 0.597985    
## Monterey.l5      -0.337410   0.206458  -1.634 0.110916    
## Placer.l5         0.274620   0.364391   0.754 0.455965    
## SanLuisObispo.l5 -0.000608   0.322145  -0.002 0.998505    
## SantaCruz.l5     -0.036945   0.112666  -0.328 0.744875    
## Marin.l5         -0.255780   0.107597  -2.377 0.022879 *  
## Butte.l5          0.101066   0.627405   0.161 0.872926    
## Yolo.l5          -0.383874   0.542342  -0.708 0.483622    
## ElDorado.l5      -0.682213   0.366993  -1.859 0.071228 .  
## Shasta.l5         0.412792   0.553314   0.746 0.460489    
## Madera.l5         0.683728   0.752253   0.909 0.369444    
## Kings.l5         -0.097645   0.514645  -0.190 0.850584    
## Napa.l5           0.259035   0.214420   1.208 0.234896    
## Humboldt.l5      -0.097398   0.218516  -0.446 0.658464    
## Sutter.l5         1.046146   0.627761   1.666 0.104299    
## Mendocino.l5      0.131382   0.188915   0.695 0.491234    
## SanBenito.l5     -0.150925   0.384748  -0.392 0.697171    
## LosAngeles.l6     0.037933   0.191026   0.199 0.843712    
## SanDiego.l6       0.567187   0.280839   2.020 0.050915 .  
## Orange.l6         0.326971   0.192804   1.696 0.098542 .  
## Riverside.l6     -1.458813   0.582596  -2.504 0.016951 *  
## SanBernadino.l6  -0.276208   0.395564  -0.698 0.489499    
## SantaClara.l6    -0.048053   0.080761  -0.595 0.555564    
## Alameda.l6       -0.122729   0.163345  -0.751 0.457327    
## Sacramento.l6     0.129815   0.502604   0.258 0.797657    
## Fresno.l6         1.518765   0.534000   2.844 0.007298 ** 
## Kern.l6          -0.224779   0.524404  -0.429 0.670741    
## SanFrancisco.l6   0.236470   0.118132   2.002 0.052893 .  
## Ventura.l6       -1.019976   0.441969  -2.308 0.026868 *  
## SanJoaquin.l6    -0.494142   0.405647  -1.218 0.231087    
## SanMateo.l6      -0.045176   0.120603  -0.375 0.710165    
## Stanislaus.l6     0.715657   0.581185   1.231 0.226166    
## Sonoma.l6        -0.069110   0.269342  -0.257 0.798956    
## Tulare.l6         1.537496   0.798311   1.926 0.062038 .  
## Solano.l6         0.296279   0.297895   0.995 0.326582    
## SantaBarbara.l6  -0.472936   0.312391  -1.514 0.138776    
## Monterey.l6       0.044048   0.182103   0.242 0.810240    
## Placer.l6         0.932777   0.446963   2.087 0.044037 *  
## SanLuisObispo.l6 -0.218399   0.268314  -0.814 0.421014    
## SantaCruz.l6     -0.089225   0.104878  -0.851 0.400532    
## Marin.l6          0.018958   0.106720   0.178 0.860002    
## Butte.l6         -1.187824   0.447179  -2.656 0.011701 *  
## Yolo.l6          -0.640484   0.430370  -1.488 0.145402    
## ElDorado.l6      -0.035197   0.303781  -0.116 0.908404    
## Shasta.l6         0.324848   0.517244   0.628 0.533945    
## Madera.l6        -0.242018   0.692179  -0.350 0.728641    
## Kings.l6          0.110681   0.429727   0.258 0.798212    
## Napa.l6           0.101067   0.258576   0.391 0.698205    
## Humboldt.l6      -0.023880   0.240399  -0.099 0.921425    
## Sutter.l6        -0.646181   0.608479  -1.062 0.295326    
## Mendocino.l6      0.207268   0.138339   1.498 0.142784    
## SanBenito.l6      0.185185   0.201346   0.920 0.363833    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 311.3 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 4.001e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Tulare: 
## ======================================= 
## Tulare = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                    Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.1369727  0.0463747   2.954 0.005504 ** 
## SanDiego.l1      -0.2307604  0.0972904  -2.372 0.023166 *  
## Orange.l1         0.0879396  0.0641455   1.371 0.178881    
## Riverside.l1      0.3604406  0.1606548   2.244 0.031105 *  
## SanBernadino.l1  -0.2535998  0.0859840  -2.949 0.005565 ** 
## SantaClara.l1    -0.0252207  0.0200820  -1.256 0.217248    
## Alameda.l1       -0.0581498  0.0675516  -0.861 0.395034    
## Sacramento.l1     0.6375951  0.1858589   3.431 0.001527 ** 
## Fresno.l1        -0.1391716  0.1228655  -1.133 0.264822    
## Kern.l1           0.1096569  0.1020515   1.075 0.289737    
## SanFrancisco.l1  -0.0744878  0.0219453  -3.394 0.001688 ** 
## Ventura.l1        0.0973869  0.0615469   1.582 0.122324    
## SanJoaquin.l1     0.0098689  0.0806864   0.122 0.903333    
## SanMateo.l1       0.0362923  0.0312189   1.163 0.252677    
## Stanislaus.l1    -0.0629190  0.1078527  -0.583 0.563276    
## Sonoma.l1        -0.1814801  0.0559594  -3.243 0.002552 ** 
## Tulare.l1         1.0050823  0.1888194   5.323 5.58e-06 ***
## Solano.l1        -0.0180439  0.0914026  -0.197 0.844616    
## SantaBarbara.l1   0.0793013  0.0499374   1.588 0.121029    
## Monterey.l1      -0.0776367  0.0680778  -1.140 0.261645    
## Placer.l1        -0.1421180  0.1508427  -0.942 0.352390    
## SanLuisObispo.l1  0.0796515  0.0667173   1.194 0.240339    
## SantaCruz.l1     -0.0133385  0.0362025  -0.368 0.714702    
## Marin.l1          0.0846009  0.0331506   2.552 0.015099 *  
## Butte.l1         -0.0681611  0.1108021  -0.615 0.542318    
## Yolo.l1          -0.0718765  0.0798675  -0.900 0.374129    
## ElDorado.l1      -0.1602427  0.0825798  -1.940 0.060187 .  
## Shasta.l1         0.0003057  0.1313429   0.002 0.998156    
## Madera.l1         0.2090194  0.1916763   1.090 0.282747    
## Kings.l1          0.0514523  0.0767670   0.670 0.506982    
## Napa.l1          -0.0387751  0.0494233  -0.785 0.437849    
## Humboldt.l1      -0.1258081  0.0498891  -2.522 0.016243 *  
## Sutter.l1        -0.5028266  0.1180653  -4.259 0.000141 ***
## Mendocino.l1      0.0203237  0.0284137   0.715 0.479052    
## SanBenito.l1      0.2180455  0.0754269   2.891 0.006475 ** 
## LosAngeles.l2    -0.0442841  0.0455246  -0.973 0.337168    
## SanDiego.l2       0.1721733  0.0976618   1.763 0.086396 .  
## Orange.l2        -0.1412852  0.0672971  -2.099 0.042854 *  
## Riverside.l2      0.0676534  0.1509552   0.448 0.656717    
## SanBernadino.l2   0.0798194  0.0794366   1.005 0.321691    
## SantaClara.l2    -0.0712756  0.0323869  -2.201 0.034252 *  
## Alameda.l2        0.2948834  0.0678051   4.349 0.000108 ***
## Sacramento.l2    -0.8219541  0.1706836  -4.816 2.64e-05 ***
## Fresno.l2        -0.0885234  0.2228194  -0.397 0.693501    
## Kern.l2           0.5079118  0.1532883   3.313 0.002108 ** 
## SanFrancisco.l2   0.0283822  0.0353373   0.803 0.427144    
## Ventura.l2       -0.2878017  0.1016869  -2.830 0.007561 ** 
## SanJoaquin.l2    -0.2957901  0.1168410  -2.532 0.015864 *  
## SanMateo.l2       0.0524578  0.0399790   1.312 0.197780    
## Stanislaus.l2     0.1206158  0.1180005   1.022 0.313523    
## Sonoma.l2         0.0344559  0.0645320   0.534 0.596669    
## Tulare.l2        -0.4905859  0.2301437  -2.132 0.039931 *  
## Solano.l2         0.2753658  0.1013531   2.717 0.010065 *  
## SantaBarbara.l2   0.1039468  0.0586001   1.774 0.084550 .  
## Monterey.l2      -0.1009002  0.0673154  -1.499 0.142614    
## Placer.l2         0.5023832  0.1539297   3.264 0.002413 ** 
## SanLuisObispo.l2 -0.0057421  0.0706924  -0.081 0.935711    
## SantaCruz.l2     -0.0673900  0.0461604  -1.460 0.152988    
## Marin.l2         -0.1588179  0.0426553  -3.723 0.000670 ***
## Butte.l2          0.3051769  0.1231163   2.479 0.018005 *  
## Yolo.l2           0.4484405  0.0967007   4.637 4.52e-05 ***
## ElDorado.l2      -0.1285348  0.0798970  -1.609 0.116405    
## Shasta.l2        -0.1767266  0.1547510  -1.142 0.260991    
## Madera.l2         0.0695972  0.1947153   0.357 0.722856    
## Kings.l2         -0.0651788  0.1297331  -0.502 0.618441    
## Napa.l2          -0.0684985  0.0542094  -1.264 0.214498    
## Humboldt.l2      -0.1485892  0.0686728  -2.164 0.037199 *  
## Sutter.l2         0.3926907  0.1895144   2.072 0.045479 *  
## Mendocino.l2      0.0391614  0.0366394   1.069 0.292260    
## SanBenito.l2     -0.0663139  0.0745085  -0.890 0.379365    
## LosAngeles.l3     0.1230756  0.0585187   2.103 0.042503 *  
## SanDiego.l3      -0.2072937  0.0924235  -2.243 0.031155 *  
## Orange.l3         0.0063732  0.0591299   0.108 0.914766    
## Riverside.l3      0.1444417  0.1072702   1.347 0.186551    
## SanBernadino.l3   0.0886274  0.0869650   1.019 0.314948    
## SantaClara.l3     0.0395691  0.0282058   1.403 0.169221    
## Alameda.l3        0.0208275  0.0675613   0.308 0.759649    
## Sacramento.l3     0.3847259  0.1426485   2.697 0.010576 *  
## Fresno.l3         0.1169802  0.1937099   0.604 0.549701    
## Kern.l3          -0.1477740  0.1523059  -0.970 0.338398    
## SanFrancisco.l3  -0.0191970  0.0345457  -0.556 0.581854    
## Ventura.l3        0.0019386  0.0962236   0.020 0.984038    
## SanJoaquin.l3     0.2131619  0.1243946   1.714 0.095203 .  
## SanMateo.l3      -0.0402135  0.0300286  -1.339 0.188909    
## Stanislaus.l3    -0.4309289  0.1405435  -3.066 0.004098 ** 
## Sonoma.l3         0.0687381  0.0678810   1.013 0.317996    
## Tulare.l3        -0.3935762  0.1848412  -2.129 0.040141 *  
## Solano.l3        -0.6599799  0.1427706  -4.623 4.73e-05 ***
## SantaBarbara.l3  -0.1479155  0.0575687  -2.569 0.014477 *  
## Monterey.l3       0.2125965  0.0775116   2.743 0.009434 ** 
## Placer.l3        -0.2640813  0.0874229  -3.021 0.004619 ** 
## SanLuisObispo.l3  0.1883670  0.0895879   2.103 0.042558 *  
## SantaCruz.l3     -0.0131893  0.0379515  -0.348 0.730216    
## Marin.l3          0.1430503  0.0467849   3.058 0.004192 ** 
## Butte.l3         -0.3435938  0.1021174  -3.365 0.001832 ** 
## Yolo.l3          -0.2769396  0.0981818  -2.821 0.007748 ** 
## ElDorado.l3       0.0245386  0.0792442   0.310 0.758606    
## Shasta.l3         0.2669022  0.1291370   2.067 0.046001 *  
## Madera.l3        -0.5197175  0.1777250  -2.924 0.005939 ** 
## Kings.l3          0.2552088  0.1297900   1.966 0.057009 .  
## Napa.l3          -0.0124596  0.0601673  -0.207 0.837113    
## Humboldt.l3      -0.0382450  0.0673356  -0.568 0.573577    
## Sutter.l3        -0.4826379  0.2176286  -2.218 0.032973 *  
## Mendocino.l3     -0.0620074  0.0330629  -1.875 0.068861 .  
## SanBenito.l3      0.1952923  0.0896907   2.177 0.036086 *  
## LosAngeles.l4    -0.0617219  0.0520531  -1.186 0.243489    
## SanDiego.l4      -0.3765648  0.0990811  -3.801 0.000537 ***
## Orange.l4        -0.0324775  0.0514202  -0.632 0.531633    
## Riverside.l4     -0.5215447  0.1558730  -3.346 0.001928 ** 
## SanBernadino.l4   0.1012781  0.0957639   1.058 0.297291    
## SantaClara.l4    -0.0043826  0.0308738  -0.142 0.887909    
## Alameda.l4       -0.0049376  0.0553809  -0.089 0.929452    
## Sacramento.l4    -0.1227255  0.1172375  -1.047 0.302164    
## Fresno.l4         0.0797295  0.1378605   0.578 0.566639    
## Kern.l4           0.0806941  0.1300824   0.620 0.538948    
## SanFrancisco.l4  -0.0490308  0.0305311  -1.606 0.117027    
## Ventura.l4        0.2346397  0.0963621   2.435 0.019977 *  
## SanJoaquin.l4    -0.0190353  0.1272613  -0.150 0.881934    
## SanMateo.l4      -0.0151404  0.0275469  -0.550 0.585972    
## Stanislaus.l4     0.6715013  0.1104751   6.078 5.46e-07 ***
## Sonoma.l4         0.0977397  0.0575616   1.698 0.098137 .  
## Tulare.l4        -0.1568440  0.1878211  -0.835 0.409185    
## Solano.l4         0.1952631  0.1106964   1.764 0.086225 .  
## SantaBarbara.l4  -0.0521276  0.0765094  -0.681 0.500027    
## Monterey.l4       0.1265626  0.0621462   2.037 0.049104 *  
## Placer.l4        -0.2057490  0.1061919  -1.938 0.060558 .  
## SanLuisObispo.l4 -0.3003690  0.0907078  -3.311 0.002120 ** 
## SantaCruz.l4      0.1319317  0.0339220   3.889 0.000416 ***
## Marin.l4         -0.0345368  0.0347306  -0.994 0.326656    
## Butte.l4          0.4207484  0.1033974   4.069 0.000246 ***
## Yolo.l4           0.4668579  0.1407916   3.316 0.002093 ** 
## ElDorado.l4      -0.0339374  0.0731303  -0.464 0.645394    
## Shasta.l4        -0.2360793  0.1411377  -1.673 0.103059    
## Madera.l4         0.6588471  0.1966601   3.350 0.001906 ** 
## Kings.l4         -0.1481719  0.1409206  -1.051 0.300056    
## Napa.l4           0.0716358  0.0563109   1.272 0.211477    
## Humboldt.l4      -0.0037384  0.0550134  -0.068 0.946198    
## Sutter.l4         0.1271781  0.2262220   0.562 0.577475    
## Mendocino.l4      0.0846448  0.0420815   2.011 0.051811 .  
## SanBenito.l4     -0.0387433  0.0949632  -0.408 0.685703    
## LosAngeles.l5    -0.0182321  0.0471370  -0.387 0.701189    
## SanDiego.l5       0.2705433  0.0880721   3.072 0.004037 ** 
## Orange.l5        -0.0167959  0.0526388  -0.319 0.751511    
## Riverside.l5      0.0927157  0.1167242   0.794 0.432218    
## SanBernadino.l5  -0.1060577  0.0916529  -1.157 0.254825    
## SantaClara.l5    -0.0221406  0.0309092  -0.716 0.478420    
## Alameda.l5        0.0053294  0.0470200   0.113 0.910388    
## Sacramento.l5    -0.0470066  0.1365991  -0.344 0.732758    
## Fresno.l5         0.3460000  0.1798331   1.924 0.062288 .  
## Kern.l5          -0.2556380  0.1576781  -1.621 0.113688    
## SanFrancisco.l5  -0.0033044  0.0275157  -0.120 0.905080    
## Ventura.l5       -0.3662207  0.0722664  -5.068 1.22e-05 ***
## SanJoaquin.l5    -0.0229882  0.1248346  -0.184 0.854930    
## SanMateo.l5       0.1467280  0.0357261   4.107 0.000220 ***
## Stanislaus.l5     0.0027146  0.1105021   0.025 0.980536    
## Sonoma.l5        -0.1811618  0.0647045  -2.800 0.008169 ** 
## Tulare.l5        -0.3317707  0.2461280  -1.348 0.186093    
## Solano.l5        -0.1185726  0.1047933  -1.131 0.265330    
## SantaBarbara.l5  -0.0852145  0.0690300  -1.234 0.225030    
## Monterey.l5      -0.0695213  0.0524817  -1.325 0.193626    
## Placer.l5         0.0709471  0.0926284   0.766 0.448710    
## SanLuisObispo.l5  0.3095835  0.0818893   3.781 0.000569 ***
## SantaCruz.l5     -0.1127650  0.0286397  -3.937 0.000362 ***
## Marin.l5         -0.0605419  0.0273511  -2.214 0.033286 *  
## Butte.l5          0.3270539  0.1594866   2.051 0.047633 *  
## Yolo.l5          -0.0112158  0.1378636  -0.081 0.935611    
## ElDorado.l5       0.0143124  0.0932899   0.153 0.878925    
## Shasta.l5         0.0398483  0.1406527   0.283 0.778562    
## Madera.l5         0.0308144  0.1912231   0.161 0.872881    
## Kings.l5         -0.0335638  0.1308231  -0.257 0.798980    
## Napa.l5           0.0370289  0.0545057   0.679 0.501255    
## Humboldt.l5       0.0913506  0.0555468   1.645 0.108765    
## Sutter.l5        -0.3266134  0.1595772  -2.047 0.048038 *  
## Mendocino.l5     -0.0349981  0.0480222  -0.729 0.470845    
## SanBenito.l5      0.2476274  0.0978031   2.532 0.015851 *  
## LosAngeles.l6     0.0147720  0.0485590   0.304 0.762722    
## SanDiego.l6       0.0951460  0.0713895   1.333 0.190981    
## Orange.l6         0.1685401  0.0490108   3.439 0.001493 ** 
## Riverside.l6     -0.0705362  0.1480962  -0.476 0.636748    
## SanBernadino.l6   0.1945021  0.1005525   1.934 0.060962 .  
## SantaClara.l6    -0.0034079  0.0205294  -0.166 0.869086    
## Alameda.l6       -0.0390989  0.0415223  -0.942 0.352655    
## Sacramento.l6     0.0457856  0.1277621   0.358 0.722163    
## Fresno.l6         0.2027399  0.1357431   1.494 0.144006    
## Kern.l6           0.1548731  0.1333037   1.162 0.252959    
## SanFrancisco.l6   0.0167866  0.0300293   0.559 0.579618    
## Ventura.l6        0.0715491  0.1123487   0.637 0.528253    
## SanJoaquin.l6    -0.1026678  0.1031156  -0.996 0.326062    
## SanMateo.l6      -0.1256866  0.0306573  -4.100 0.000225 ***
## Stanislaus.l6    -0.3426100  0.1477376  -2.319 0.026182 *  
## Sonoma.l6         0.1463338  0.0684670   2.137 0.039439 *  
## Tulare.l6        -0.6353025  0.2029312  -3.131 0.003453 ** 
## Solano.l6         0.0959633  0.0757251   1.267 0.213200    
## SantaBarbara.l6   0.1222135  0.0794100   1.539 0.132544    
## Monterey.l6       0.0406043  0.0462906   0.877 0.386216    
## Placer.l6        -0.1187084  0.1136182  -1.045 0.303080    
## SanLuisObispo.l6  0.1092923  0.0682055   1.602 0.117807    
## SantaCruz.l6      0.1281601  0.0266601   4.807 2.70e-05 ***
## Marin.l6         -0.0345885  0.0271282  -1.275 0.210477    
## Butte.l6         -0.2878051  0.1136731  -2.532 0.015852 *  
## Yolo.l6          -0.0866974  0.1094002  -0.792 0.433273    
## ElDorado.l6      -0.1222473  0.0772212  -1.583 0.122150    
## Shasta.l6         0.5950986  0.1314838   4.526 6.33e-05 ***
## Madera.l6        -0.5017373  0.1759523  -2.852 0.007161 ** 
## Kings.l6          0.1539539  0.1092367   1.409 0.167309    
## Napa.l6          -0.1303053  0.0657302  -1.982 0.055104 .  
## Humboldt.l6      -0.0261808  0.0611097  -0.428 0.670896    
## Sutter.l6         0.4111044  0.1546758   2.658 0.011655 *  
## Mendocino.l6      0.0161880  0.0351658   0.460 0.648045    
## SanBenito.l6     -0.1462703  0.0511823  -2.858 0.007047 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 79.14 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 9.081e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Solano: 
## ======================================= 
## Solano = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.486534   0.137847   3.530 0.001159 ** 
## SanDiego.l1      -0.044267   0.289193  -0.153 0.879196    
## Orange.l1         0.158989   0.190671   0.834 0.409871    
## Riverside.l1      0.003985   0.477542   0.008 0.993388    
## SanBernadino.l1  -0.701855   0.255585  -2.746 0.009356 ** 
## SantaClara.l1    -0.150615   0.059693  -2.523 0.016189 *  
## Alameda.l1        0.485403   0.200795   2.417 0.020823 *  
## Sacramento.l1     0.064594   0.552460   0.117 0.907573    
## Fresno.l1        -0.064972   0.365214  -0.178 0.859797    
## Kern.l1          -0.664642   0.303345  -2.191 0.035004 *  
## SanFrancisco.l1  -0.017654   0.065232  -0.271 0.788214    
## Ventura.l1       -0.076974   0.182947  -0.421 0.676442    
## SanJoaquin.l1     0.752174   0.239838   3.136 0.003402 ** 
## SanMateo.l1      -0.161901   0.092797  -1.745 0.089574 .  
## Stanislaus.l1     0.434785   0.320589   1.356 0.183479    
## Sonoma.l1        -0.280529   0.166338  -1.687 0.100348    
## Tulare.l1        -0.048090   0.561261  -0.086 0.932194    
## Solano.l1        -0.130625   0.271692  -0.481 0.633579    
## SantaBarbara.l1  -0.396979   0.148438  -2.674 0.011188 *  
## Monterey.l1       0.351838   0.202359   1.739 0.090638 .  
## Placer.l1        -0.082380   0.448376  -0.184 0.855256    
## SanLuisObispo.l1 -0.614643   0.198315  -3.099 0.003753 ** 
## SantaCruz.l1      0.087235   0.107611   0.811 0.422890    
## Marin.l1         -0.099943   0.098539  -1.014 0.317234    
## Butte.l1          0.280943   0.329356   0.853 0.399295    
## Yolo.l1           1.265952   0.237404   5.332 5.42e-06 ***
## ElDorado.l1      -0.025760   0.245466  -0.105 0.917002    
## Shasta.l1        -0.758764   0.390413  -1.943 0.059807 .  
## Madera.l1         1.088174   0.569753   1.910 0.064138 .  
## Kings.l1         -0.014184   0.228188  -0.062 0.950781    
## Napa.l1           0.126831   0.146909   0.863 0.393673    
## Humboldt.l1      -0.536453   0.148294  -3.617 0.000905 ***
## Sutter.l1        -2.010708   0.350946  -5.729 1.60e-06 ***
## Mendocino.l1      0.185439   0.084459   2.196 0.034649 *  
## SanBenito.l1      0.973254   0.224204   4.341 0.000110 ***
## LosAngeles.l2     0.146861   0.135321   1.085 0.285011    
## SanDiego.l2       0.955581   0.290297   3.292 0.002236 ** 
## Orange.l2        -0.301607   0.200039  -1.508 0.140347    
## Riverside.l2     -0.865030   0.448710  -1.928 0.061796 .  
## SanBernadino.l2   0.076931   0.236123   0.326 0.746456    
## SantaClara.l2    -0.159591   0.096269  -1.658 0.106057    
## Alameda.l2        0.811759   0.201549   4.028 0.000278 ***
## Sacramento.l2    -2.618085   0.507352  -5.160 9.20e-06 ***
## Fresno.l2         0.894490   0.662325   1.351 0.185275    
## Kern.l2           0.584872   0.455645   1.284 0.207479    
## SanFrancisco.l2  -0.033740   0.105039  -0.321 0.749910    
## Ventura.l2       -1.633062   0.302262  -5.403 4.37e-06 ***
## SanJoaquin.l2    -0.861505   0.347307  -2.481 0.017929 *  
## SanMateo.l2      -0.270086   0.118836  -2.273 0.029111 *  
## Stanislaus.l2     1.127745   0.350753   3.215 0.002752 ** 
## Sonoma.l2         0.563610   0.191820   2.938 0.005729 ** 
## Tulare.l2        -1.474296   0.684096  -2.155 0.037917 *  
## Solano.l2         0.452535   0.301269   1.502 0.141795    
## SantaBarbara.l2   0.119873   0.174187   0.688 0.495747    
## Monterey.l2      -0.223849   0.200093  -1.119 0.270668    
## Placer.l2         1.636999   0.457552   3.578 0.001013 ** 
## SanLuisObispo.l2  0.273975   0.210131   1.304 0.200569    
## SantaCruz.l2     -0.081251   0.137211  -0.592 0.557445    
## Marin.l2         -0.040121   0.126792  -0.316 0.753499    
## Butte.l2          0.062957   0.365960   0.172 0.864374    
## Yolo.l2           0.311617   0.287440   1.084 0.285523    
## ElDorado.l2      -0.086733   0.237492  -0.365 0.717097    
## Shasta.l2        -0.335557   0.459993  -0.729 0.470427    
## Madera.l2         0.587542   0.578786   1.015 0.316819    
## Kings.l2          0.090632   0.385628   0.235 0.815521    
## Napa.l2          -0.037253   0.161136  -0.231 0.818476    
## Humboldt.l2      -0.155993   0.204128  -0.764 0.449733    
## Sutter.l2        -0.734935   0.563326  -1.305 0.200296    
## Mendocino.l2     -0.062077   0.108910  -0.570 0.572229    
## SanBenito.l2      0.163742   0.221474   0.739 0.464503    
## LosAngeles.l3     0.241973   0.173945   1.391 0.172738    
## SanDiego.l3      -0.610267   0.274726  -2.221 0.032704 *  
## Orange.l3         0.372431   0.175762   2.119 0.041061 *  
## Riverside.l3      0.298689   0.318858   0.937 0.355131    
## SanBernadino.l3  -0.061985   0.258501  -0.240 0.811855    
## SantaClara.l3    -0.055172   0.083841  -0.658 0.514692    
## Alameda.l3       -0.035811   0.200824  -0.178 0.859470    
## Sacramento.l3    -0.874558   0.424019  -2.063 0.046428 *  
## Fresno.l3         0.792593   0.575797   1.377 0.177164    
## Kern.l3           0.290142   0.452725   0.641 0.525661    
## SanFrancisco.l3  -0.075743   0.102686  -0.738 0.465527    
## Ventura.l3       -0.130906   0.286022  -0.458 0.649934    
## SanJoaquin.l3    -0.156198   0.369760  -0.422 0.675223    
## SanMateo.l3      -0.045134   0.089259  -0.506 0.616185    
## Stanislaus.l3    -0.213492   0.417762  -0.511 0.612445    
## Sonoma.l3        -0.054942   0.201774  -0.272 0.786951    
## Tulare.l3        -0.342189   0.549435  -0.623 0.537341    
## Solano.l3        -0.209976   0.424382  -0.495 0.623761    
## SantaBarbara.l3   0.051612   0.171121   0.302 0.764685    
## Monterey.l3       0.138976   0.230401   0.603 0.550164    
## Placer.l3        -0.447036   0.259862  -1.720 0.093968 .  
## SanLuisObispo.l3  0.287574   0.266298   1.080 0.287370    
## SantaCruz.l3     -0.037265   0.112810  -0.330 0.743061    
## Marin.l3          0.229259   0.139067   1.649 0.107940    
## Butte.l3         -0.945042   0.303541  -3.113 0.003615 ** 
## Yolo.l3          -0.275566   0.291843  -0.944 0.351347    
## ElDorado.l3      -0.074154   0.235551  -0.315 0.754724    
## Shasta.l3         1.040537   0.383856   2.711 0.010221 *  
## Madera.l3         0.928837   0.528283   1.758 0.087210 .  
## Kings.l3         -0.394853   0.385797  -1.023 0.312913    
## Napa.l3           0.266527   0.178846   1.490 0.144866    
## Humboldt.l3       0.713482   0.200153   3.565 0.001050 ** 
## Sutter.l3        -0.185911   0.646895  -0.287 0.775462    
## Mendocino.l3     -0.190546   0.098279  -1.939 0.060391 .  
## SanBenito.l3     -0.392729   0.266603  -1.473 0.149419    
## LosAngeles.l4    -0.230146   0.154726  -1.487 0.145607    
## SanDiego.l4      -0.460460   0.294516  -1.563 0.126697    
## Orange.l4        -0.011674   0.152845  -0.076 0.939539    
## Riverside.l4      0.334148   0.463328   0.721 0.475450    
## SanBernadino.l4  -0.234878   0.284655  -0.825 0.414731    
## SantaClara.l4     0.098498   0.091771   1.073 0.290281    
## Alameda.l4        0.109697   0.164618   0.666 0.509421    
## Sacramento.l4     0.789951   0.348485   2.267 0.029507 *  
## Fresno.l4        -1.261971   0.409787  -3.080 0.003955 ** 
## Kern.l4          -0.352832   0.386666  -0.912 0.367577    
## SanFrancisco.l4  -0.040036   0.090753  -0.441 0.661737    
## Ventura.l4        0.210374   0.286434   0.734 0.467427    
## SanJoaquin.l4     0.530634   0.378281   1.403 0.169256    
## SanMateo.l4       0.087770   0.081882   1.072 0.290898    
## Stanislaus.l4     0.702542   0.328384   2.139 0.039256 *  
## Sonoma.l4        -0.125362   0.171100  -0.733 0.468499    
## Tulare.l4        -1.445691   0.558293  -2.589 0.013785 *  
## Solano.l4         0.858445   0.329042   2.609 0.013146 *  
## SantaBarbara.l4   0.241912   0.227422   1.064 0.294541    
## Monterey.l4      -0.125441   0.184728  -0.679 0.501443    
## Placer.l4        -0.411443   0.315653  -1.303 0.200690    
## SanLuisObispo.l4 -0.306729   0.269626  -1.138 0.262800    
## SantaCruz.l4      0.179856   0.100832   1.784 0.082902 .  
## Marin.l4         -0.319776   0.103236  -3.098 0.003771 ** 
## Butte.l4          1.090019   0.307346   3.547 0.001105 ** 
## Yolo.l4           0.485587   0.418499   1.160 0.253562    
## ElDorado.l4       0.208732   0.217378   0.960 0.343346    
## Shasta.l4         0.246063   0.419528   0.587 0.561184    
## Madera.l4        -0.608105   0.584567  -1.040 0.305153    
## Kings.l4          0.370170   0.418883   0.884 0.382717    
## Napa.l4          -0.279231   0.167382  -1.668 0.103948    
## Humboldt.l4       0.020346   0.163526   0.124 0.901673    
## Sutter.l4         1.168811   0.672439   1.738 0.090729 .  
## Mendocino.l4      0.159994   0.125086   1.279 0.209057    
## SanBenito.l4     -0.059206   0.282275  -0.210 0.835048    
## LosAngeles.l5    -0.085795   0.140113  -0.612 0.544169    
## SanDiego.l5       1.250769   0.261792   4.778 2.96e-05 ***
## Orange.l5        -0.042624   0.156467  -0.272 0.786858    
## Riverside.l5     -0.060176   0.346959  -0.173 0.863280    
## SanBernadino.l5  -0.029702   0.272436  -0.109 0.913790    
## SantaClara.l5    -0.036189   0.091877  -0.394 0.695986    
## Alameda.l5       -0.202686   0.139766  -1.450 0.155664    
## Sacramento.l5    -0.526404   0.406037  -1.296 0.203072    
## Fresno.l5        -1.474923   0.534549  -2.759 0.009052 ** 
## Kern.l5          -0.130632   0.468694  -0.279 0.782059    
## SanFrancisco.l5   0.089499   0.081790   1.094 0.281109    
## Ventura.l5       -0.270579   0.214810  -1.260 0.215911    
## SanJoaquin.l5    -0.105464   0.371068  -0.284 0.777872    
## SanMateo.l5       0.295065   0.106195   2.779 0.008622 ** 
## Stanislaus.l5     0.101937   0.328464   0.310 0.758088    
## Sonoma.l5         0.017206   0.192332   0.089 0.929214    
## Tulare.l5        -0.140952   0.731609  -0.193 0.848308    
## Solano.l5         0.130614   0.311495   0.419 0.677479    
## SantaBarbara.l5   0.034562   0.205190   0.168 0.867180    
## Monterey.l5      -0.279216   0.156000  -1.790 0.081894 .  
## Placer.l5         0.710941   0.275335   2.582 0.014036 *  
## SanLuisObispo.l5  0.729714   0.243414   2.998 0.004905 ** 
## SantaCruz.l5     -0.352328   0.085131  -4.139 0.000201 ***
## Marin.l5         -0.326784   0.081300  -4.019 0.000285 ***
## Butte.l5          0.444552   0.474069   0.938 0.354629    
## Yolo.l5          -1.390228   0.409796  -3.392 0.001697 ** 
## ElDorado.l5      -0.350600   0.277302  -1.264 0.214238    
## Shasta.l5         1.161005   0.418086   2.777 0.008656 ** 
## Madera.l5         0.108608   0.568405   0.191 0.849540    
## Kings.l5          0.635827   0.388868   1.635 0.110749    
## Napa.l5           0.049909   0.162017   0.308 0.759819    
## Humboldt.l5      -0.318920   0.165111  -1.932 0.061318 .  
## Sutter.l5        -0.005510   0.474339  -0.012 0.990796    
## Mendocino.l5      0.243317   0.142745   1.705 0.096893 .  
## SanBenito.l5      0.309180   0.290717   1.064 0.294634    
## LosAngeles.l6     0.117042   0.144340   0.811 0.422766    
## SanDiego.l6       0.216634   0.212203   1.021 0.314123    
## Orange.l6         0.711590   0.145683   4.884 2.14e-05 ***
## Riverside.l6     -0.918719   0.440212  -2.087 0.044031 *  
## SanBernadino.l6  -0.177144   0.298890  -0.593 0.557104    
## SantaClara.l6    -0.094897   0.061023  -1.555 0.128670    
## Alameda.l6        0.087945   0.123424   0.713 0.480720    
## Sacramento.l6     0.908019   0.379769   2.391 0.022155 *  
## Fresno.l6         1.886104   0.403493   4.674 4.05e-05 ***
## Kern.l6           0.717464   0.396242   1.811 0.078544 .  
## SanFrancisco.l6   0.013747   0.089261   0.154 0.878463    
## Ventura.l6       -1.275110   0.333953  -3.818 0.000511 ***
## SanJoaquin.l6    -1.188140   0.306508  -3.876 0.000432 ***
## SanMateo.l6      -0.052533   0.091128  -0.576 0.567884    
## Stanislaus.l6     0.308316   0.439146   0.702 0.487144    
## Sonoma.l6         0.036921   0.203516   0.181 0.857058    
## Tulare.l6         1.238237   0.603207   2.053 0.047419 *  
## Solano.l6         0.655556   0.225091   2.912 0.006125 ** 
## SantaBarbara.l6  -0.048397   0.236044  -0.205 0.838700    
## Monterey.l6      -0.384200   0.137598  -2.792 0.008329 ** 
## Placer.l6         0.651287   0.337727   1.928 0.061715 .  
## SanLuisObispo.l6 -0.160155   0.202739  -0.790 0.434726    
## SantaCruz.l6      0.366873   0.079246   4.630 4.63e-05 ***
## Marin.l6         -0.151258   0.080638  -1.876 0.068814 .  
## Butte.l6         -1.660935   0.337890  -4.916 1.94e-05 ***
## Yolo.l6          -0.613280   0.325189  -1.886 0.067395 .  
## ElDorado.l6      -0.594065   0.229538  -2.588 0.013832 *  
## Shasta.l6         1.125496   0.390832   2.880 0.006662 ** 
## Madera.l6        -0.397983   0.523013  -0.761 0.451647    
## Kings.l6         -0.645116   0.324703  -1.987 0.054598 .  
## Napa.l6           0.079611   0.195381   0.407 0.686079    
## Humboldt.l6       0.559001   0.181647   3.077 0.003978 ** 
## Sutter.l6        -0.230286   0.459770  -0.501 0.619509    
## Mendocino.l6     -0.007791   0.104530  -0.075 0.941000    
## SanBenito.l6     -0.141215   0.152138  -0.928 0.359484    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 235.2 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 3.543e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation SantaBarbara: 
## ============================================= 
## SantaBarbara = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.556232   0.185111   3.005 0.004815 ** 
## SanDiego.l1       1.072824   0.388348   2.763 0.008976 ** 
## Orange.l1        -0.558729   0.256045  -2.182 0.035706 *  
## Riverside.l1     -1.180923   0.641275  -1.842 0.073796 .  
## SanBernadino.l1  -0.488221   0.343217  -1.422 0.163493    
## SantaClara.l1    -0.050221   0.080160  -0.627 0.534937    
## Alameda.l1        0.391788   0.269641   1.453 0.154886    
## Sacramento.l1    -1.469326   0.741880  -1.981 0.055324 .  
## Fresno.l1        -1.015706   0.490434  -2.071 0.045583 *  
## Kern.l1          -0.187906   0.407352  -0.461 0.647369    
## SanFrancisco.l1  -0.202804   0.087597  -2.315 0.026416 *  
## Ventura.l1        0.068750   0.245673   0.280 0.781199    
## SanJoaquin.l1     0.536919   0.322071   1.667 0.104176    
## SanMateo.l1      -0.202224   0.124614  -1.623 0.113358    
## Stanislaus.l1     1.304942   0.430509   3.031 0.004494 ** 
## Sonoma.l1        -0.226012   0.223369  -1.012 0.318372    
## Tulare.l1         1.637946   0.753698   2.173 0.036423 *  
## Solano.l1        -0.402465   0.364846  -1.103 0.277299    
## SantaBarbara.l1   0.737124   0.199332   3.698 0.000720 ***
## Monterey.l1      -0.399809   0.271742  -1.471 0.149903    
## Placer.l1        -0.084196   0.602109  -0.140 0.889570    
## SanLuisObispo.l1 -0.173531   0.266311  -0.652 0.518790    
## SantaCruz.l1      0.191371   0.144507   1.324 0.193748    
## Marin.l1          0.020050   0.132325   0.152 0.880409    
## Butte.l1          0.239851   0.442282   0.542 0.590950    
## Yolo.l1           0.357025   0.318802   1.120 0.270174    
## ElDorado.l1      -0.528440   0.329628  -1.603 0.117643    
## Shasta.l1        -0.386678   0.524273  -0.738 0.465567    
## Madera.l1         1.673693   0.765102   2.188 0.035279 *  
## Kings.l1          0.047663   0.306426   0.156 0.877261    
## Napa.l1           0.294581   0.197280   1.493 0.144094    
## Humboldt.l1      -0.534328   0.199139  -2.683 0.010946 *  
## Sutter.l1        -2.320717   0.471273  -4.924 1.89e-05 ***
## Mendocino.l1     -0.096730   0.113417  -0.853 0.399369    
## SanBenito.l1      1.684661   0.301076   5.595 2.41e-06 ***
## LosAngeles.l2    -0.055154   0.181718  -0.304 0.763245    
## SanDiego.l2       1.434444   0.389830   3.680 0.000759 ***
## Orange.l2         0.250553   0.268625   0.933 0.357177    
## Riverside.l2      0.877819   0.602558   1.457 0.153833    
## SanBernadino.l2   0.150753   0.317082   0.475 0.637347    
## SantaClara.l2    -0.208396   0.129277  -1.612 0.115692    
## Alameda.l2        0.425505   0.270653   1.572 0.124667    
## Sacramento.l2    -1.001865   0.681306  -1.471 0.150112    
## Fresno.l2         0.998713   0.889413   1.123 0.268917    
## Kern.l2           1.025682   0.611871   1.676 0.102343    
## SanFrancisco.l2   0.004716   0.141054   0.033 0.973515    
## Ventura.l2       -1.096121   0.405897  -2.700 0.010485 *  
## SanJoaquin.l2    -1.299050   0.466386  -2.785 0.008474 ** 
## SanMateo.l2      -0.139821   0.159581  -0.876 0.386744    
## Stanislaus.l2     0.993049   0.471015   2.108 0.042029 *  
## Sonoma.l2        -0.086728   0.257588  -0.337 0.738304    
## Tulare.l2        -2.050135   0.918649  -2.232 0.031952 *  
## Solano.l2        -0.538675   0.404565  -1.331 0.191397    
## SantaBarbara.l2   0.018105   0.233910   0.077 0.938731    
## Monterey.l2      -0.255681   0.268698  -0.952 0.347667    
## Placer.l2         1.739644   0.614431   2.831 0.007541 ** 
## SanLuisObispo.l2 -0.296739   0.282178  -1.052 0.299990    
## SantaCruz.l2     -0.341155   0.184256  -1.852 0.072310 .  
## Marin.l2         -0.084495   0.170264  -0.496 0.622730    
## Butte.l2          0.358262   0.491435   0.729 0.470711    
## Yolo.l2           0.345895   0.385994   0.896 0.376145    
## ElDorado.l2      -0.553119   0.318919  -1.734 0.091412 .  
## Shasta.l2        -0.363748   0.617709  -0.589 0.559629    
## Madera.l2         0.338900   0.777232   0.436 0.665416    
## Kings.l2          0.178912   0.517847   0.345 0.731736    
## Napa.l2          -0.158678   0.216384  -0.733 0.468113    
## Humboldt.l2       0.023474   0.274117   0.086 0.932231    
## Sutter.l2         0.950693   0.756472   1.257 0.216939    
## Mendocino.l2      0.326816   0.146251   2.235 0.031741 *  
## SanBenito.l2     -0.571558   0.297411  -1.922 0.062577 .  
## LosAngeles.l3     0.093644   0.233585   0.401 0.690863    
## SanDiego.l3      -1.271152   0.368921  -3.446 0.001465 ** 
## Orange.l3         0.854978   0.236025   3.622 0.000893 ***
## Riverside.l3     -1.192207   0.428183  -2.784 0.008496 ** 
## SanBernadino.l3  -0.431194   0.347132  -1.242 0.222209    
## SantaClara.l3     0.105876   0.112587   0.940 0.353283    
## Alameda.l3        0.603019   0.269680   2.236 0.031638 *  
## Sacramento.l3     0.277539   0.569401   0.487 0.628913    
## Fresno.l3         0.902554   0.773219   1.167 0.250776    
## Kern.l3          -1.218032   0.607949  -2.004 0.052694 .  
## SanFrancisco.l3  -0.001441   0.137894  -0.010 0.991718    
## Ventura.l3       -0.859815   0.384089  -2.239 0.031458 *  
## SanJoaquin.l3     0.778892   0.496538   1.569 0.125480    
## SanMateo.l3      -0.200116   0.119863  -1.670 0.103685    
## Stanislaus.l3    -0.592342   0.560998  -1.056 0.298061    
## Sonoma.l3         0.309723   0.270956   1.143 0.260552    
## Tulare.l3         0.514572   0.737818   0.697 0.490017    
## Solano.l3        -1.330920   0.569888  -2.335 0.025212 *  
## SantaBarbara.l3  -0.620317   0.229793  -2.699 0.010512 *  
## Monterey.l3       0.406375   0.309398   1.313 0.197346    
## Placer.l3        -0.143319   0.348960  -0.411 0.683725    
## SanLuisObispo.l3  0.247684   0.357602   0.693 0.492990    
## SantaCruz.l3     -0.113127   0.151489  -0.747 0.460051    
## Marin.l3          0.321180   0.186748   1.720 0.094046 .  
## Butte.l3         -0.819937   0.407615  -2.012 0.051800 .  
## Yolo.l3          -0.167963   0.391906  -0.429 0.670781    
## ElDorado.l3       0.192266   0.316314   0.608 0.547113    
## Shasta.l3         1.682717   0.515468   3.264 0.002409 ** 
## Madera.l3        -0.550359   0.709413  -0.776 0.442937    
## Kings.l3         -0.085072   0.518074  -0.164 0.870485    
## Napa.l3           0.079719   0.240166   0.332 0.741864    
## Humboldt.l3       0.673470   0.268779   2.506 0.016883 *  
## Sutter.l3        -0.555001   0.868694  -0.639 0.526938    
## Mendocino.l3     -0.286658   0.131975  -2.172 0.036517 *  
## SanBenito.l3      0.394078   0.358012   1.101 0.278316    
## LosAngeles.l4    -0.093212   0.207777  -0.449 0.656396    
## SanDiego.l4      -0.738146   0.395495  -1.866 0.070150 .  
## Orange.l4        -0.233816   0.205251  -1.139 0.262155    
## Riverside.l4      0.307631   0.622188   0.494 0.624003    
## SanBernadino.l4  -0.497831   0.382254  -1.302 0.201066    
## SantaClara.l4    -0.131675   0.123237  -1.068 0.292421    
## Alameda.l4        0.361410   0.221060   1.635 0.110787    
## Sacramento.l4     0.505992   0.467969   1.081 0.286775    
## Fresno.l4        -2.336334   0.550289  -4.246 0.000146 ***
## Kern.l4           0.156650   0.519241   0.302 0.764625    
## SanFrancisco.l4  -0.033125   0.121869  -0.272 0.787322    
## Ventura.l4        0.822775   0.384642   2.139 0.039285 *  
## SanJoaquin.l4    -0.513014   0.507980  -1.010 0.319279    
## SanMateo.l4      -0.106116   0.109957  -0.965 0.340951    
## Stanislaus.l4     1.530404   0.440976   3.470 0.001367 ** 
## Sonoma.l4         0.297692   0.229765   1.296 0.203347    
## Tulare.l4        -0.858939   0.749713  -1.146 0.259482    
## Solano.l4         1.558734   0.441859   3.528 0.001165 ** 
## SantaBarbara.l4   0.982550   0.305398   3.217 0.002737 ** 
## Monterey.l4       0.200138   0.248065   0.807 0.425083    
## Placer.l4         0.061318   0.423879   0.145 0.885786    
## SanLuisObispo.l4 -0.340389   0.362072  -0.940 0.353425    
## SantaCruz.l4      0.074095   0.135404   0.547 0.587611    
## Marin.l4         -0.259302   0.138632  -1.870 0.069570 .  
## Butte.l4          0.575513   0.412724   1.394 0.171736    
## Yolo.l4          -0.133960   0.561989  -0.238 0.812947    
## ElDorado.l4      -0.212219   0.291909  -0.727 0.471925    
## Shasta.l4         0.883244   0.563370   1.568 0.125680    
## Madera.l4        -0.202801   0.784995  -0.258 0.797610    
## Kings.l4          0.156333   0.562503   0.278 0.782661    
## Napa.l4          -0.271916   0.224772  -1.210 0.234264    
## Humboldt.l4       0.241943   0.219593   1.102 0.277869    
## Sutter.l4         0.246810   0.902995   0.273 0.786166    
## Mendocino.l4      0.255413   0.167974   1.521 0.137108    
## SanBenito.l4     -0.808597   0.379058  -2.133 0.039798 *  
## LosAngeles.l5    -0.154236   0.188154  -0.820 0.417762    
## SanDiego.l5       0.902961   0.351551   2.569 0.014507 *  
## Orange.l5         0.508543   0.210115   2.420 0.020680 *  
## Riverside.l5      1.840425   0.465920   3.950 0.000349 ***
## SanBernadino.l5  -0.242626   0.365845  -0.663 0.511431    
## SantaClara.l5     0.290100   0.123378   2.351 0.024301 *  
## Alameda.l5       -0.780237   0.187687  -4.157 0.000190 ***
## Sacramento.l5     0.293463   0.545254   0.538 0.593741    
## Fresno.l5        -1.535409   0.717828  -2.139 0.039293 *  
## Kern.l5           1.083064   0.629393   1.721 0.093871 .  
## SanFrancisco.l5   0.066714   0.109833   0.607 0.547387    
## Ventura.l5       -0.629326   0.288461  -2.182 0.035744 *  
## SanJoaquin.l5     0.609120   0.498294   1.222 0.229496    
## SanMateo.l5       0.291734   0.142606   2.046 0.048141 *  
## Stanislaus.l5    -0.905340   0.441084  -2.053 0.047442 *  
## Sonoma.l5        -0.078982   0.258277  -0.306 0.761516    
## Tulare.l5         0.346901   0.982453   0.353 0.726075    
## Solano.l5        -0.238800   0.418297  -0.571 0.571623    
## SantaBarbara.l5  -0.635870   0.275542  -2.308 0.026874 *  
## Monterey.l5      -0.223154   0.209488  -1.065 0.293862    
## Placer.l5        -0.176243   0.369739  -0.477 0.636478    
## SanLuisObispo.l5  0.676024   0.326872   2.068 0.045867 *  
## SantaCruz.l5     -0.514733   0.114319  -4.503 6.79e-05 ***
## Marin.l5         -0.063794   0.109176  -0.584 0.562648    
## Butte.l5          0.194933   0.636612   0.306 0.761214    
## Yolo.l5          -0.375896   0.550301  -0.683 0.498933    
## ElDorado.l5      -0.649003   0.372379  -1.743 0.089896 .  
## Shasta.l5         0.163219   0.561434   0.291 0.772935    
## Madera.l5        -0.456212   0.763292  -0.598 0.553789    
## Kings.l5         -0.422847   0.522198  -0.810 0.423407    
## Napa.l5           0.211971   0.217567   0.974 0.336419    
## Humboldt.l5       0.085086   0.221723   0.384 0.703421    
## Sutter.l5        -0.023536   0.636974  -0.037 0.970729    
## Mendocino.l5     -0.004142   0.191687  -0.022 0.982879    
## SanBenito.l5      0.154898   0.390394   0.397 0.693877    
## LosAngeles.l6    -0.171634   0.193830  -0.885 0.381769    
## SanDiego.l6      -0.177701   0.284961  -0.624 0.536822    
## Orange.l6         0.335783   0.195633   1.716 0.094685 .  
## Riverside.l6     -0.045980   0.591146  -0.078 0.938432    
## SanBernadino.l6   0.633776   0.401369   1.579 0.123075    
## SantaClara.l6    -0.210041   0.081946  -2.563 0.014696 *  
## Alameda.l6        0.162231   0.165742   0.979 0.334201    
## Sacramento.l6    -0.295608   0.509980  -0.580 0.565764    
## Fresno.l6         1.165980   0.541837   2.152 0.038186 *  
## Kern.l6          -1.080028   0.532100  -2.030 0.049823 *  
## SanFrancisco.l6   0.112239   0.119866   0.936 0.355321    
## Ventura.l6       -1.807949   0.448455  -4.032 0.000275 ***
## SanJoaquin.l6    -0.407886   0.411600  -0.991 0.328311    
## SanMateo.l6      -0.291658   0.122373  -2.383 0.022553 *  
## Stanislaus.l6     0.310033   0.589714   0.526 0.602297    
## Sonoma.l6         1.276991   0.273295   4.673 4.07e-05 ***
## Tulare.l6         0.822481   0.810027   1.015 0.316703    
## Solano.l6        -0.116191   0.302267  -0.384 0.702945    
## SantaBarbara.l6   0.030528   0.316975   0.096 0.923807    
## Monterey.l6      -0.091720   0.184775  -0.496 0.622639    
## Placer.l6         0.224041   0.453522   0.494 0.624306    
## SanLuisObispo.l6 -0.094143   0.272251  -0.346 0.731510    
## SantaCruz.l6      0.399917   0.106417   3.758 0.000607 ***
## Marin.l6          0.136297   0.108286   1.259 0.216250    
## Butte.l6         -0.769449   0.453741  -1.696 0.098559 .  
## Yolo.l6           0.234807   0.436686   0.538 0.594091    
## ElDorado.l6       0.486051   0.308239   1.577 0.123574    
## Shasta.l6         0.359926   0.524835   0.686 0.497239    
## Madera.l6        -1.280137   0.702337  -1.823 0.076666 .  
## Kings.l6          0.909744   0.436033   2.086 0.044086 *  
## Napa.l6          -0.343713   0.262371  -1.310 0.198485    
## Humboldt.l6      -0.503993   0.243927  -2.066 0.046066 *  
## Sutter.l6         0.260091   0.617409   0.421 0.676068    
## Mendocino.l6      0.409772   0.140369   2.919 0.006017 ** 
## SanBenito.l6      0.149148   0.204301   0.730 0.470089    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 315.9 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 4.266e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Monterey: 
## ========================================= 
## Monterey = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.270103   0.172626   1.565 0.126410    
## SanDiego.l1       0.020350   0.362156   0.056 0.955499    
## Orange.l1        -0.137470   0.238777  -0.576 0.568381    
## Riverside.l1      1.366963   0.598025   2.286 0.028257 *  
## SanBernadino.l1  -0.731610   0.320069  -2.286 0.028258 *  
## SantaClara.l1    -0.018316   0.074754  -0.245 0.807830    
## Alameda.l1       -0.068798   0.251456  -0.274 0.785958    
## Sacramento.l1     1.103001   0.691845   1.594 0.119615    
## Fresno.l1        -0.957844   0.457358  -2.094 0.043335 *  
## Kern.l1           0.123510   0.379879   0.325 0.746966    
## SanFrancisco.l1  -0.184569   0.081690  -2.259 0.030009 *  
## Ventura.l1        0.642365   0.229104   2.804 0.008087 ** 
## SanJoaquin.l1     0.107314   0.300349   0.357 0.722955    
## SanMateo.l1      -0.012213   0.116210  -0.105 0.916887    
## Stanislaus.l1     0.018215   0.401474   0.045 0.964063    
## Sonoma.l1        -0.848177   0.208304  -4.072 0.000244 ***
## Tulare.l1         0.399943   0.702866   0.569 0.572878    
## Solano.l1        -0.214337   0.340239  -0.630 0.532699    
## SantaBarbara.l1  -0.050386   0.185888  -0.271 0.787896    
## Monterey.l1       0.390052   0.253414   1.539 0.132503    
## Placer.l1        -1.002146   0.561500  -1.785 0.082729 .  
## SanLuisObispo.l1  0.480114   0.248350   1.933 0.061105 .  
## SantaCruz.l1     -0.240469   0.134761  -1.784 0.082787 .  
## Marin.l1          0.253312   0.123401   2.053 0.047419 *  
## Butte.l1          0.215630   0.412453   0.523 0.604317    
## Yolo.l1           0.234808   0.297301   0.790 0.434816    
## ElDorado.l1      -0.117737   0.307397  -0.383 0.703962    
## Shasta.l1        -1.091456   0.488914  -2.232 0.031900 *  
## Madera.l1         1.747759   0.713501   2.450 0.019300 *  
## Kings.l1          0.283102   0.285759   0.991 0.328444    
## Napa.l1          -0.158584   0.183974  -0.862 0.394398    
## Humboldt.l1      -0.483645   0.185709  -2.604 0.013294 *  
## Sutter.l1        -1.327712   0.439489  -3.021 0.004615 ** 
## Mendocino.l1      0.024196   0.105768   0.229 0.820348    
## SanBenito.l1      1.073868   0.280771   3.825 0.000501 ***
## LosAngeles.l2     0.182600   0.169462   1.078 0.288411    
## SanDiego.l2       1.037187   0.363539   2.853 0.007134 ** 
## Orange.l2        -0.391594   0.250508  -1.563 0.126755    
## Riverside.l2     -1.478050   0.561919  -2.630 0.012472 *  
## SanBernadino.l2   0.825315   0.295697   2.791 0.008352 ** 
## SantaClara.l2    -0.149286   0.120558  -1.238 0.223622    
## Alameda.l2        1.239823   0.252399   4.912 1.96e-05 ***
## Sacramento.l2    -1.676998   0.635357  -2.639 0.012196 *  
## Fresno.l2        -0.767988   0.829428  -0.926 0.360651    
## Kern.l2           0.910906   0.570604   1.596 0.119144    
## SanFrancisco.l2  -0.134390   0.131541  -1.022 0.313758    
## Ventura.l2       -1.329342   0.378522  -3.512 0.001218 ** 
## SanJoaquin.l2    -0.290008   0.434932  -0.667 0.509158    
## SanMateo.l2      -0.029233   0.148819  -0.196 0.845373    
## Stanislaus.l2     0.714917   0.439248   1.628 0.112333    
## Sonoma.l2         0.328071   0.240216   1.366 0.180495    
## Tulare.l2        -0.708825   0.856692  -0.827 0.413463    
## Solano.l2        -0.337254   0.377279  -0.894 0.377308    
## SantaBarbara.l2   0.364498   0.218135   1.671 0.103398    
## Monterey.l2      -0.599830   0.250576  -2.394 0.022009 *  
## Placer.l2         2.064264   0.572991   3.603 0.000944 ***
## SanLuisObispo.l2 -0.534184   0.263147  -2.030 0.049798 *  
## SantaCruz.l2     -0.217778   0.171829  -1.267 0.213145    
## Marin.l2         -0.320731   0.158781  -2.020 0.050878 .  
## Butte.l2          0.608279   0.458291   1.327 0.192774    
## Yolo.l2           0.862900   0.359961   2.397 0.021834 *  
## ElDorado.l2      -0.528113   0.297410  -1.776 0.084236 .  
## Shasta.l2         0.343860   0.576049   0.597 0.554291    
## Madera.l2        -0.851081   0.724813  -1.174 0.248021    
## Kings.l2         -0.155506   0.482922  -0.322 0.749306    
## Napa.l2          -0.322972   0.201790  -1.601 0.118220    
## Humboldt.l2      -0.492527   0.255629  -1.927 0.061936 .  
## Sutter.l2         0.332884   0.705453   0.472 0.639865    
## Mendocino.l2      0.314794   0.136388   2.308 0.026850 *  
## SanBenito.l2      0.634680   0.277352   2.288 0.028093 *  
## LosAngeles.l3     0.230877   0.217831   1.060 0.296254    
## SanDiego.l3      -0.860675   0.344039  -2.502 0.017045 *  
## Orange.l3         0.496816   0.220107   2.257 0.030162 *  
## Riverside.l3     -0.181397   0.399305  -0.454 0.652354    
## SanBernadino.l3  -0.701264   0.323721  -2.166 0.036990 *  
## SantaClara.l3    -0.046483   0.104994  -0.443 0.660617    
## Alameda.l3        0.101997   0.251492   0.406 0.687462    
## Sacramento.l3    -0.349862   0.530998  -0.659 0.514167    
## Fresno.l3         2.562956   0.721070   3.554 0.001081 ** 
## Kern.l3          -0.318324   0.566947  -0.561 0.577955    
## SanFrancisco.l3   0.031922   0.128594   0.248 0.805361    
## Ventura.l3       -0.539401   0.358185  -1.506 0.140810    
## SanJoaquin.l3    -0.278415   0.463050  -0.601 0.551432    
## SanMateo.l3      -0.380257   0.111779  -3.402 0.001653 ** 
## Stanislaus.l3    -0.343240   0.523162  -0.656 0.515939    
## Sonoma.l3         0.279361   0.252682   1.106 0.276240    
## Tulare.l3        -0.404989   0.688057  -0.589 0.559806    
## Solano.l3        -1.580988   0.531453  -2.975 0.005208 ** 
## SantaBarbara.l3  -0.188791   0.214295  -0.881 0.384168    
## Monterey.l3       0.801385   0.288531   2.777 0.008645 ** 
## Placer.l3         0.069549   0.325425   0.214 0.831973    
## SanLuisObispo.l3  0.544679   0.333484   1.633 0.111123    
## SantaCruz.l3     -0.123945   0.141272  -0.877 0.386112    
## Marin.l3          0.522934   0.174153   3.003 0.004842 ** 
## Butte.l3         -1.077216   0.380124  -2.834 0.007492 ** 
## Yolo.l3          -0.299748   0.365474  -0.820 0.417521    
## ElDorado.l3      -0.319733   0.294980  -1.084 0.285610    
## Shasta.l3         1.138405   0.480703   2.368 0.023364 *  
## Madera.l3         0.322209   0.661568   0.487 0.629184    
## Kings.l3          0.614982   0.483133   1.273 0.211212    
## Napa.l3           0.242310   0.223968   1.082 0.286494    
## Humboldt.l3       0.419580   0.250652   1.674 0.102808    
## Sutter.l3        -1.828077   0.810106  -2.257 0.030201 *  
## Mendocino.l3     -0.079095   0.123074  -0.643 0.524514    
## SanBenito.l3      0.160813   0.333867   0.482 0.632957    
## LosAngeles.l4    -0.403927   0.193764  -2.085 0.044257 *  
## SanDiego.l4      -0.788339   0.368822  -2.137 0.039425 *  
## Orange.l4         0.398701   0.191408   2.083 0.044415 *  
## Riverside.l4     -0.410139   0.580225  -0.707 0.484203    
## SanBernadino.l4  -0.127630   0.356474  -0.358 0.722409    
## SantaClara.l4     0.178601   0.114925   1.554 0.128917    
## Alameda.l4        0.199662   0.206151   0.969 0.339246    
## Sacramento.l4     0.790939   0.436408   1.812 0.078274 .  
## Fresno.l4        -1.408917   0.513175  -2.745 0.009369 ** 
## Kern.l4           0.567014   0.484222   1.171 0.249299    
## SanFrancisco.l4  -0.048526   0.113650  -0.427 0.671937    
## Ventura.l4        0.281143   0.358701   0.784 0.438295    
## SanJoaquin.l4     0.607447   0.473720   1.282 0.207937    
## SanMateo.l4      -0.106579   0.102541  -1.039 0.305562    
## Stanislaus.l4     1.574574   0.411235   3.829 0.000495 ***
## Sonoma.l4        -0.248610   0.214269  -1.160 0.253576    
## Tulare.l4        -1.340639   0.699150  -1.918 0.063132 .  
## Solano.l4         0.603406   0.412059   1.464 0.151772    
## SantaBarbara.l4  -0.297331   0.284801  -1.044 0.303446    
## Monterey.l4       0.294679   0.231334   1.274 0.210890    
## Placer.l4        -0.847328   0.395291  -2.144 0.038897 *  
## SanLuisObispo.l4 -0.723642   0.337653  -2.143 0.038932 *  
## SantaCruz.l4      0.140805   0.126272   1.115 0.272199    
## Marin.l4         -0.070108   0.129282  -0.542 0.590960    
## Butte.l4          1.592213   0.384889   4.137 0.000202 ***
## Yolo.l4           0.984779   0.524086   1.879 0.068354 .  
## ElDorado.l4      -0.133087   0.272222  -0.489 0.627884    
## Shasta.l4         0.050088   0.525374   0.095 0.924575    
## Madera.l4         0.432109   0.732052   0.590 0.558697    
## Kings.l4         -0.463799   0.524566  -0.884 0.382478    
## Napa.l4          -0.098612   0.209613  -0.470 0.640873    
## Humboldt.l4       0.487282   0.204783   2.380 0.022757 *  
## Sutter.l4         0.436404   0.842094   0.518 0.607464    
## Mendocino.l4     -0.040826   0.156645  -0.261 0.795868    
## SanBenito.l4     -0.467599   0.353493  -1.323 0.194245    
## LosAngeles.l5    -0.305018   0.175464  -1.738 0.090696 .  
## SanDiego.l5       0.394897   0.327842   1.205 0.236242    
## Orange.l5         0.016594   0.195944   0.085 0.932978    
## Riverside.l5      1.850641   0.434497   4.259 0.000141 ***
## SanBernadino.l5   0.139208   0.341171   0.408 0.685668    
## SantaClara.l5     0.017438   0.115057   0.152 0.880384    
## Alameda.l5       -0.134668   0.175028  -0.769 0.446672    
## Sacramento.l5    -0.525893   0.508480  -1.034 0.307920    
## Fresno.l5        -1.405247   0.669415  -2.099 0.042873 *  
## Kern.l5          -1.466863   0.586945  -2.499 0.017149 *  
## SanFrancisco.l5   0.067593   0.102425   0.660 0.513500    
## Ventura.l5       -0.537442   0.269006  -1.998 0.053328 .  
## SanJoaquin.l5     0.655132   0.464687   1.410 0.167170    
## SanMateo.l5       0.423708   0.132988   3.186 0.002977 ** 
## Stanislaus.l5     0.456079   0.411336   1.109 0.274879    
## Sonoma.l5         0.353455   0.240857   1.467 0.150927    
## Tulare.l5        -0.853709   0.916193  -0.932 0.357647    
## Solano.l5        -0.274542   0.390085  -0.704 0.486085    
## SantaBarbara.l5   0.215641   0.256959   0.839 0.406893    
## Monterey.l5      -0.463988   0.195359  -2.375 0.022995 *  
## Placer.l5         0.074158   0.344802   0.215 0.830923    
## SanLuisObispo.l5  1.126935   0.304827   3.697 0.000722 ***
## SantaCruz.l5     -0.393304   0.106609  -3.689 0.000739 ***
## Marin.l5         -0.308687   0.101812  -3.032 0.004485 ** 
## Butte.l5          0.776088   0.593677   1.307 0.199413    
## Yolo.l5          -0.529777   0.513187  -1.032 0.308804    
## ElDorado.l5      -0.196098   0.347264  -0.565 0.575785    
## Shasta.l5         1.456581   0.523569   2.782 0.008546 ** 
## Madera.l5        -0.962807   0.711813  -1.353 0.184615    
## Kings.l5          0.348318   0.486979   0.715 0.479060    
## Napa.l5          -0.169372   0.202893  -0.835 0.409344    
## Humboldt.l5      -0.188007   0.206769  -0.909 0.369259    
## Sutter.l5        -0.463576   0.594014  -0.780 0.440249    
## Mendocino.l5      0.152077   0.178759   0.851 0.400537    
## SanBenito.l5      0.301617   0.364065   0.828 0.412863    
## LosAngeles.l6     0.039026   0.180757   0.216 0.830283    
## SanDiego.l6       0.143312   0.265742   0.539 0.593007    
## Orange.l6         0.505806   0.182439   2.772 0.008754 ** 
## Riverside.l6      0.592988   0.551277   1.076 0.289234    
## SanBernadino.l6   0.397217   0.374299   1.061 0.295654    
## SantaClara.l6    -0.108107   0.076419  -1.415 0.165761    
## Alameda.l6       -0.155882   0.154563  -1.009 0.319930    
## Sacramento.l6     0.627482   0.475585   1.319 0.195369    
## Fresno.l6         0.375252   0.505293   0.743 0.462517    
## Kern.l6           0.339413   0.496213   0.684 0.498350    
## SanFrancisco.l6   0.119374   0.111782   1.068 0.292666    
## Ventura.l6       -1.166873   0.418209  -2.790 0.008372 ** 
## SanJoaquin.l6    -0.804432   0.383840  -2.096 0.043199 *  
## SanMateo.l6      -0.397835   0.114119  -3.486 0.001309 ** 
## Stanislaus.l6    -0.330422   0.549942  -0.601 0.551717    
## Sonoma.l6         1.084690   0.254863   4.256 0.000142 ***
## Tulare.l6         0.122354   0.755396   0.162 0.872232    
## Solano.l6         0.333948   0.281881   1.185 0.243894    
## SantaBarbara.l6  -0.009448   0.295598  -0.032 0.974679    
## Monterey.l6      -0.054100   0.172313  -0.314 0.755363    
## Placer.l6        -0.496504   0.422935  -1.174 0.248124    
## SanLuisObispo.l6  0.394361   0.253890   1.553 0.129105    
## SantaCruz.l6      0.319827   0.099240   3.223 0.002697 ** 
## Marin.l6          0.083900   0.100983   0.831 0.411541    
## Butte.l6         -0.989675   0.423139  -2.339 0.025010 *  
## Yolo.l6          -0.231391   0.407234  -0.568 0.573426    
## ElDorado.l6      -0.270580   0.287450  -0.941 0.352819    
## Shasta.l6         0.462718   0.489438   0.945 0.350754    
## Madera.l6        -1.809500   0.654969  -2.763 0.008972 ** 
## Kings.l6          0.702839   0.406625   1.728 0.092474 .  
## Napa.l6          -0.177232   0.244676  -0.724 0.473529    
## Humboldt.l6       0.147532   0.227476   0.649 0.520737    
## Sutter.l6         0.709996   0.575769   1.233 0.225520    
## Mendocino.l6      0.193082   0.130902   1.475 0.148903    
## SanBenito.l6     -0.247814   0.190522  -1.301 0.201622    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 294.6 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 4.141e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Placer: 
## ======================================= 
## Placer = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.384213   0.089793   4.279 0.000133 ***
## SanDiego.l1       0.206181   0.188378   1.095 0.281002    
## Orange.l1        -0.043541   0.124201  -0.351 0.727955    
## Riverside.l1      0.082279   0.311066   0.265 0.792897    
## SanBernadino.l1  -0.667020   0.166486  -4.006 0.000296 ***
## SantaClara.l1    -0.033549   0.038884  -0.863 0.393960    
## Alameda.l1       -0.042863   0.130796  -0.328 0.745030    
## Sacramento.l1     0.552207   0.359867   1.534 0.133656    
## Fresno.l1        -0.025341   0.237897  -0.107 0.915761    
## Kern.l1          -0.382066   0.197596  -1.934 0.061059 .  
## SanFrancisco.l1  -0.057304   0.042491  -1.349 0.185888    
## Ventura.l1        0.345369   0.119170   2.898 0.006354 ** 
## SanJoaquin.l1     0.224632   0.156228   1.438 0.159115    
## SanMateo.l1      -0.030200   0.060447  -0.500 0.620393    
## Stanislaus.l1     0.241338   0.208829   1.156 0.255428    
## Sonoma.l1        -0.020463   0.108351  -0.189 0.851263    
## Tulare.l1         1.108494   0.365600   3.032 0.004484 ** 
## Solano.l1        -0.347008   0.176977  -1.961 0.057681 .  
## SantaBarbara.l1   0.029575   0.096691   0.306 0.761466    
## Monterey.l1      -0.059495   0.131815  -0.451 0.654445    
## Placer.l1         0.198148   0.292068   0.678 0.501837    
## SanLuisObispo.l1 -0.199824   0.129181  -1.547 0.130645    
## SantaCruz.l1      0.129035   0.070097   1.841 0.073903 .  
## Marin.l1         -0.046772   0.064188  -0.729 0.470917    
## Butte.l1          0.218988   0.214540   1.021 0.314191    
## Yolo.l1           0.198007   0.154643   1.280 0.208587    
## ElDorado.l1      -0.362634   0.159894  -2.268 0.029430 *  
## Shasta.l1        -0.213421   0.254311  -0.839 0.406890    
## Madera.l1         0.771361   0.371131   2.078 0.044860 *  
## Kings.l1         -0.089979   0.148639  -0.605 0.548745    
## Napa.l1           0.131329   0.095695   1.372 0.178442    
## Humboldt.l1      -0.352028   0.096597  -3.644 0.000839 ***
## Sutter.l1        -1.491668   0.228603  -6.525 1.39e-07 ***
## Mendocino.l1      0.091236   0.055016   1.658 0.105934    
## SanBenito.l1      0.565380   0.146045   3.871 0.000438 ***
## LosAngeles.l2    -0.112935   0.088147  -1.281 0.208308    
## SanDiego.l2       0.232399   0.189097   1.229 0.227046    
## Orange.l2        -0.073895   0.130303  -0.567 0.574164    
## Riverside.l2      0.036727   0.292286   0.126 0.900703    
## SanBernadino.l2   0.163264   0.153808   1.061 0.295542    
## SantaClara.l2    -0.185547   0.062709  -2.959 0.005430 ** 
## Alameda.l2        0.479361   0.131287   3.651 0.000823 ***
## Sacramento.l2    -1.703469   0.330485  -5.154 9.36e-06 ***
## Fresno.l2         1.068506   0.431432   2.477 0.018096 *  
## Kern.l2           0.487909   0.296803   1.644 0.108907    
## SanFrancisco.l2   0.008577   0.068422   0.125 0.900936    
## Ventura.l2       -0.944178   0.196890  -4.795 2.80e-05 ***
## SanJoaquin.l2    -0.788496   0.226232  -3.485 0.001312 ** 
## SanMateo.l2       0.062173   0.077409   0.803 0.427145    
## Stanislaus.l2     0.590982   0.228477   2.587 0.013882 *  
## Sonoma.l2         0.296925   0.124950   2.376 0.022925 *  
## Tulare.l2        -0.780189   0.445614  -1.751 0.088495 .  
## Solano.l2        -0.070757   0.196244  -0.361 0.720538    
## SantaBarbara.l2   0.104802   0.113464   0.924 0.361812    
## Monterey.l2       0.014411   0.130339   0.111 0.912572    
## Placer.l2         1.140873   0.298045   3.828 0.000497 ***
## SanLuisObispo.l2  0.023425   0.136877   0.171 0.865071    
## SantaCruz.l2     -0.102564   0.089378  -1.148 0.258729    
## Marin.l2         -0.146144   0.082591  -1.769 0.085283 .  
## Butte.l2         -0.195050   0.238383  -0.818 0.418614    
## Yolo.l2           0.716162   0.187236   3.825 0.000501 ***
## ElDorado.l2       0.086120   0.154700   0.557 0.581182    
## Shasta.l2        -0.593094   0.299635  -1.979 0.055459 .  
## Madera.l2         0.155735   0.377016   0.413 0.682003    
## Kings.l2         -0.281293   0.251195  -1.120 0.270205    
## Napa.l2          -0.098485   0.104962  -0.938 0.354348    
## Humboldt.l2      -0.168259   0.132967  -1.265 0.213850    
## Sutter.l2         0.204671   0.366945   0.558 0.580454    
## Mendocino.l2      0.038950   0.070943   0.549 0.586370    
## SanBenito.l2      0.166552   0.144266   1.154 0.255911    
## LosAngeles.l3     0.171242   0.113306   1.511 0.139437    
## SanDiego.l3      -0.461863   0.178954  -2.581 0.014076 *  
## Orange.l3         0.193341   0.114490   1.689 0.099918 .  
## Riverside.l3     -0.511029   0.207701  -2.460 0.018809 *  
## SanBernadino.l3   0.031692   0.168385   0.188 0.851767    
## SantaClara.l3     0.132199   0.054613   2.421 0.020665 *  
## Alameda.l3        0.060173   0.130815   0.460 0.648295    
## Sacramento.l3     0.364472   0.276202   1.320 0.195305    
## Fresno.l3         0.082486   0.375069   0.220 0.827175    
## Kern.l3          -0.142975   0.294901  -0.485 0.630738    
## SanFrancisco.l3  -0.064213   0.066889  -0.960 0.343459    
## Ventura.l3       -0.026856   0.186312  -0.144 0.886189    
## SanJoaquin.l3     0.183573   0.240858   0.762 0.450927    
## SanMateo.l3      -0.165777   0.058143  -2.851 0.007168 ** 
## Stanislaus.l3    -0.339721   0.272126  -1.248 0.219944    
## Sonoma.l3        -0.035391   0.131434  -0.269 0.789261    
## Tulare.l3        -0.493524   0.357897  -1.379 0.176416    
## Solano.l3        -0.468459   0.276438  -1.695 0.098782 .  
## SantaBarbara.l3  -0.250950   0.111467  -2.251 0.030563 *  
## Monterey.l3       0.235817   0.150081   1.571 0.124871    
## Placer.l3        -0.654453   0.169272  -3.866 0.000445 ***
## SanLuisObispo.l3  0.246525   0.173464   1.421 0.163867    
## SantaCruz.l3      0.045766   0.073483   0.623 0.537335    
## Marin.l3          0.242918   0.090587   2.682 0.010989 *  
## Butte.l3         -0.601181   0.197724  -3.041 0.004385 ** 
## Yolo.l3          -0.343943   0.190104  -1.809 0.078770 .  
## ElDorado.l3       0.214238   0.153436   1.396 0.171184    
## Shasta.l3         0.411586   0.250040   1.646 0.108452    
## Madera.l3         0.428402   0.344118   1.245 0.221202    
## Kings.l3          0.086391   0.251305   0.344 0.733020    
## Napa.l3           0.132771   0.116498   1.140 0.261946    
## Humboldt.l3       0.357689   0.130378   2.743 0.009417 ** 
## Sutter.l3        -0.511283   0.421381  -1.213 0.232898    
## Mendocino.l3     -0.186718   0.064018  -2.917 0.006058 ** 
## SanBenito.l3     -0.128983   0.173663  -0.743 0.462469    
## LosAngeles.l4     0.033762   0.100787   0.335 0.739584    
## SanDiego.l4      -0.606624   0.191845  -3.162 0.003175 ** 
## Orange.l4        -0.146981   0.099562  -1.476 0.148564    
## Riverside.l4     -0.029024   0.301808  -0.096 0.923921    
## SanBernadino.l4  -0.215257   0.185422  -1.161 0.253320    
## SantaClara.l4    -0.076115   0.059779  -1.273 0.211084    
## Alameda.l4       -0.019053   0.107231  -0.178 0.859967    
## Sacramento.l4    -0.070814   0.227000  -0.312 0.756873    
## Fresno.l4        -0.910574   0.266931  -3.411 0.001611 ** 
## Kern.l4          -0.482736   0.251871  -1.917 0.063254 .  
## SanFrancisco.l4  -0.098638   0.059116  -1.669 0.103881    
## Ventura.l4        0.635806   0.186580   3.408 0.001627 ** 
## SanJoaquin.l4     0.061891   0.246408   0.251 0.803108    
## SanMateo.l4       0.099451   0.053337   1.865 0.070413 .  
## Stanislaus.l4     0.765898   0.213906   3.581 0.001005 ** 
## Sonoma.l4        -0.047947   0.111453  -0.430 0.669616    
## Tulare.l4        -0.123779   0.363667  -0.340 0.735561    
## Solano.l4         0.650549   0.214335   3.035 0.004447 ** 
## SantaBarbara.l4   0.069906   0.148141   0.472 0.639853    
## Monterey.l4       0.250957   0.120330   2.086 0.044167 *  
## Placer.l4         0.235554   0.205613   1.146 0.259513    
## SanLuisObispo.l4 -0.404875   0.175632  -2.305 0.027026 *  
## SantaCruz.l4      0.001709   0.065681   0.026 0.979390    
## Marin.l4         -0.164062   0.067247  -2.440 0.019755 *  
## Butte.l4          0.884306   0.200202   4.417 8.78e-05 ***
## Yolo.l4           0.681065   0.272606   2.498 0.017182 *  
## ElDorado.l4       0.054056   0.141598   0.382 0.704886    
## Shasta.l4         0.577610   0.273276   2.114 0.041541 *  
## Madera.l4        -0.233164   0.380781  -0.612 0.544168    
## Kings.l4         -0.347919   0.272856  -1.275 0.210441    
## Napa.l4           0.154923   0.109031   1.421 0.163950    
## Humboldt.l4      -0.051899   0.106519  -0.487 0.629048    
## Sutter.l4         0.842797   0.438020   1.924 0.062275 .  
## Mendocino.l4      0.263898   0.081480   3.239 0.002582 ** 
## SanBenito.l4     -0.278353   0.183872  -1.514 0.138796    
## LosAngeles.l5    -0.155298   0.091269  -1.702 0.097464 .  
## SanDiego.l5       0.756649   0.170529   4.437 8.27e-05 ***
## Orange.l5         0.027590   0.101921   0.271 0.788171    
## Riverside.l5      0.560706   0.226006   2.481 0.017912 *  
## SanBernadino.l5   0.069594   0.177462   0.392 0.697249    
## SantaClara.l5     0.087006   0.059848   1.454 0.154668    
## Alameda.l5       -0.068847   0.091042  -0.756 0.454440    
## Sacramento.l5    -0.022357   0.264489  -0.085 0.933104    
## Fresno.l5        -0.685936   0.348200  -1.970 0.056575 .  
## Kern.l5           0.005670   0.305303   0.019 0.985286    
## SanFrancisco.l5   0.041841   0.053277   0.785 0.437385    
## Ventura.l5       -0.445172   0.139925  -3.182 0.003013 ** 
## SanJoaquin.l5     0.168537   0.241710   0.697 0.490112    
## SanMateo.l5       0.252445   0.069174   3.649 0.000827 ***
## Stanislaus.l5    -0.986947   0.213959  -4.613 4.87e-05 ***
## Sonoma.l5        -0.450286   0.125283  -3.594 0.000967 ***
## Tulare.l5        -0.537267   0.476563  -1.127 0.267041    
## Solano.l5        -0.161854   0.202905  -0.798 0.430285    
## SantaBarbara.l5  -0.017776   0.133659  -0.133 0.894937    
## Monterey.l5      -0.115868   0.101617  -1.140 0.261717    
## Placer.l5         0.090511   0.179351   0.505 0.616874    
## SanLuisObispo.l5  0.408740   0.158557   2.578 0.014181 *  
## SantaCruz.l5     -0.139464   0.055453  -2.515 0.016510 *  
## Marin.l5         -0.160580   0.052958  -3.032 0.004482 ** 
## Butte.l5          0.483641   0.308804   1.566 0.126057    
## Yolo.l5          -0.384635   0.266937  -1.441 0.158249    
## ElDorado.l5      -0.163763   0.180632  -0.907 0.370640    
## Shasta.l5         0.055630   0.272337   0.204 0.839295    
## Madera.l5         0.355398   0.370254   0.960 0.343521    
## Kings.l5          0.224680   0.253305   0.887 0.380969    
## Napa.l5          -0.107482   0.105536  -1.018 0.315266    
## Humboldt.l5      -0.235089   0.107552  -2.186 0.035415 *  
## Sutter.l5        -0.352098   0.308980  -1.140 0.261999    
## Mendocino.l5     -0.078116   0.092983  -0.840 0.406388    
## SanBenito.l5      0.518918   0.189370   2.740 0.009494 ** 
## LosAngeles.l6     0.166227   0.094022   1.768 0.085542 .  
## SanDiego.l6       0.444224   0.138227   3.214 0.002763 ** 
## Orange.l6         0.274437   0.094897   2.892 0.006456 ** 
## Riverside.l6     -0.700567   0.286750  -2.443 0.019596 *  
## SanBernadino.l6   0.098984   0.194694   0.508 0.614269    
## SantaClara.l6    -0.094248   0.039750  -2.371 0.023212 *  
## Alameda.l6       -0.095548   0.080397  -1.188 0.242438    
## Sacramento.l6    -0.263802   0.247378  -1.066 0.293347    
## Fresno.l6         0.835448   0.262831   3.179 0.003037 ** 
## Kern.l6          -0.161429   0.258108  -0.625 0.535633    
## SanFrancisco.l6   0.095117   0.058144   1.636 0.110580    
## Ventura.l6       -0.397074   0.217534  -1.825 0.076255 .  
## SanJoaquin.l6    -0.010373   0.199657  -0.052 0.958852    
## SanMateo.l6      -0.168329   0.059360  -2.836 0.007456 ** 
## Stanislaus.l6     0.004270   0.286056   0.015 0.988174    
## Sonoma.l6         0.227514   0.132569   1.716 0.094721 .  
## Tulare.l6         0.430133   0.392924   1.095 0.280919    
## Solano.l6         0.607926   0.146622   4.146 0.000196 ***
## SantaBarbara.l6  -0.080704   0.153757  -0.525 0.602882    
## Monterey.l6      -0.054608   0.089630  -0.609 0.546180    
## Placer.l6         0.550806   0.219992   2.504 0.016961 *  
## SanLuisObispo.l6  0.083296   0.132062   0.631 0.532197    
## SantaCruz.l6      0.220653   0.051620   4.275 0.000134 ***
## Marin.l6         -0.127521   0.052527  -2.428 0.020322 *  
## Butte.l6         -0.818655   0.220098  -3.719 0.000678 ***
## Yolo.l6          -0.848073   0.211825  -4.004 0.000298 ***
## ElDorado.l6      -0.225244   0.149519  -1.506 0.140675    
## Shasta.l6         1.003145   0.254584   3.940 0.000359 ***
## Madera.l6        -0.525197   0.340686  -1.542 0.131920    
## Kings.l6          0.246624   0.211509   1.166 0.251272    
## Napa.l6          -0.066128   0.127269  -0.520 0.606529    
## Humboldt.l6      -0.019364   0.118323  -0.164 0.870916    
## Sutter.l6         0.173115   0.299490   0.578 0.566840    
## Mendocino.l6      0.096948   0.068090   1.424 0.163105    
## SanBenito.l6     -0.218447   0.099101  -2.204 0.033983 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 153.2 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 1.147e+07 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation SanLuisObispo: 
## ============================================== 
## SanLuisObispo = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.669688   0.170538   3.927 0.000373 ***
## SanDiego.l1       1.087524   0.357776   3.040 0.004395 ** 
## Orange.l1         0.149270   0.235889   0.633 0.530865    
## Riverside.l1     -1.504918   0.590793  -2.547 0.015273 *  
## SanBernadino.l1  -0.800368   0.316198  -2.531 0.015877 *  
## SantaClara.l1    -0.099004   0.073850  -1.341 0.188446    
## Alameda.l1        0.467046   0.248414   1.880 0.068204 .  
## Sacramento.l1    -0.060970   0.683478  -0.089 0.929413    
## Fresno.l1         0.944319   0.451826   2.090 0.043743 *  
## Kern.l1          -0.037601   0.375285  -0.100 0.920746    
## SanFrancisco.l1  -0.224910   0.080702  -2.787 0.008440 ** 
## Ventura.l1       -1.227432   0.226333  -5.423 4.10e-06 ***
## SanJoaquin.l1     0.421898   0.296717   1.422 0.163665    
## SanMateo.l1      -0.326976   0.114804  -2.848 0.007224 ** 
## Stanislaus.l1     0.701147   0.396618   1.768 0.085567 .  
## Sonoma.l1        -0.112697   0.205785  -0.548 0.587317    
## Tulare.l1        -0.209528   0.694365  -0.302 0.764575    
## Solano.l1        -0.719859   0.336124  -2.142 0.039062 *  
## SantaBarbara.l1  -0.064038   0.183640  -0.349 0.729334    
## Monterey.l1      -0.032946   0.250349  -0.132 0.896032    
## Placer.l1         0.191414   0.554709   0.345 0.732049    
## SanLuisObispo.l1  0.502682   0.245346   2.049 0.047819 *  
## SantaCruz.l1      0.090375   0.133131   0.679 0.501579    
## Marin.l1          0.117670   0.121908   0.965 0.340868    
## Butte.l1          0.804289   0.407464   1.974 0.056106 .  
## Yolo.l1          -0.218124   0.293705  -0.743 0.462505    
## ElDorado.l1      -0.556208   0.303679  -1.832 0.075301 .  
## Shasta.l1        -0.675440   0.483001  -1.398 0.170541    
## Madera.l1         0.915029   0.704871   1.298 0.202491    
## Kings.l1         -0.532426   0.282303  -1.886 0.067382 .  
## Napa.l1           0.419845   0.181749   2.310 0.026731 *  
## Humboldt.l1       0.065009   0.183463   0.354 0.725148    
## Sutter.l1        -1.964858   0.434174  -4.526 6.34e-05 ***
## Mendocino.l1      0.042384   0.104489   0.406 0.687412    
## SanBenito.l1      1.042986   0.277375   3.760 0.000603 ***
## LosAngeles.l2     0.257392   0.167412   1.537 0.132921    
## SanDiego.l2       1.078907   0.359142   3.004 0.004825 ** 
## Orange.l2        -0.057405   0.247479  -0.232 0.817882    
## Riverside.l2     -1.081737   0.555123  -1.949 0.059165 .  
## SanBernadino.l2   0.417741   0.292120   1.430 0.161331    
## SantaClara.l2    -0.392099   0.119100  -3.292 0.002234 ** 
## Alameda.l2        0.870300   0.249347   3.490 0.001293 ** 
## Sacramento.l2    -0.843662   0.627672  -1.344 0.187322    
## Fresno.l2         0.463770   0.819397   0.566 0.574912    
## Kern.l2           0.531324   0.563703   0.943 0.352189    
## SanFrancisco.l2  -0.222999   0.129950  -1.716 0.094750 .  
## Ventura.l2       -0.740514   0.373944  -1.980 0.055354 .  
## SanJoaquin.l2    -0.647860   0.429671  -1.508 0.140331    
## SanMateo.l2      -0.275010   0.147019  -1.871 0.069551 .  
## Stanislaus.l2     1.501984   0.433935   3.461 0.001402 ** 
## Sonoma.l2         0.373459   0.237310   1.574 0.124302    
## Tulare.l2        -0.017903   0.846331  -0.021 0.983239    
## Solano.l2        -0.021481   0.372716  -0.058 0.954360    
## SantaBarbara.l2   0.273916   0.215496   1.271 0.211847    
## Monterey.l2      -0.628864   0.247546  -2.540 0.015529 *  
## Placer.l2         0.688483   0.566061   1.216 0.231797    
## SanLuisObispo.l2 -0.603291   0.259964  -2.321 0.026084 *  
## SantaCruz.l2      0.017539   0.169751   0.103 0.918283    
## Marin.l2         -0.149781   0.156861  -0.955 0.346014    
## Butte.l2         -0.882813   0.452748  -1.950 0.059010 .  
## Yolo.l2           0.512776   0.355607   1.442 0.157954    
## ElDorado.l2       0.472842   0.293813   1.609 0.116280    
## Shasta.l2        -0.211600   0.569082  -0.372 0.712201    
## Madera.l2         0.919620   0.716047   1.284 0.207240    
## Kings.l2         -0.434502   0.477081  -0.911 0.368485    
## Napa.l2           0.115121   0.199350   0.577 0.567208    
## Humboldt.l2       0.127235   0.252538   0.504 0.617453    
## Sutter.l2        -0.304723   0.696921  -0.437 0.664547    
## Mendocino.l2      0.131218   0.134738   0.974 0.336617    
## SanBenito.l2     -0.005427   0.273998  -0.020 0.984306    
## LosAngeles.l3    -0.200115   0.215197  -0.930 0.358608    
## SanDiego.l3      -0.298378   0.339878  -0.878 0.385821    
## Orange.l3         0.358577   0.217445   1.649 0.107838    
## Riverside.l3      0.323477   0.394476   0.820 0.417603    
## SanBernadino.l3  -0.779466   0.319805  -2.437 0.019867 *  
## SantaClara.l3     0.323149   0.103724   3.115 0.003596 ** 
## Alameda.l3        0.279309   0.248450   1.124 0.268367    
## Sacramento.l3     0.145216   0.524576   0.277 0.783497    
## Fresno.l3         0.022924   0.712349   0.032 0.974505    
## Kern.l3          -1.269116   0.560090  -2.266 0.029568 *  
## SanFrancisco.l3   0.284745   0.127038   2.241 0.031258 *  
## Ventura.l3       -0.477198   0.353853  -1.349 0.185896    
## SanJoaquin.l3    -0.284810   0.457449  -0.623 0.537468    
## SanMateo.l3      -0.108818   0.110427  -0.985 0.330991    
## Stanislaus.l3    -0.189165   0.516835  -0.366 0.716502    
## Sonoma.l3        -0.033099   0.249626  -0.133 0.895251    
## Tulare.l3         0.189536   0.679736   0.279 0.781965    
## Solano.l3        -0.024280   0.525025  -0.046 0.963371    
## SantaBarbara.l3   0.165309   0.211703   0.781 0.439994    
## Monterey.l3       0.267908   0.285041   0.940 0.353538    
## Placer.l3        -0.284804   0.321489  -0.886 0.381556    
## SanLuisObispo.l3  0.349333   0.329451   1.060 0.296048    
## SantaCruz.l3     -0.316306   0.139563  -2.266 0.029535 *  
## Marin.l3          0.048775   0.172047   0.284 0.778417    
## Butte.l3         -0.395802   0.375527  -1.054 0.298910    
## Yolo.l3          -0.043823   0.361054  -0.121 0.904070    
## ElDorado.l3       0.009735   0.291413   0.033 0.973534    
## Shasta.l3         1.337374   0.474889   2.816 0.007837 ** 
## Madera.l3         0.694515   0.653567   1.063 0.295016    
## Kings.l3         -0.582142   0.477290  -1.220 0.230516    
## Napa.l3          -0.626962   0.221259  -2.834 0.007497 ** 
## Humboldt.l3       0.378213   0.247620   1.527 0.135403    
## Sutter.l3        -0.203152   0.800308  -0.254 0.801062    
## Mendocino.l3     -0.011789   0.121586  -0.097 0.923297    
## SanBenito.l3     -0.453159   0.329829  -1.374 0.177961    
## LosAngeles.l4     0.073277   0.191420   0.383 0.704115    
## SanDiego.l4      -0.747750   0.364361  -2.052 0.047474 *  
## Orange.l4         0.218974   0.189093   1.158 0.254479    
## Riverside.l4     -0.361686   0.573208  -0.631 0.532036    
## SanBernadino.l4  -0.594637   0.352162  -1.689 0.099955 .  
## SantaClara.l4    -0.065740   0.113535  -0.579 0.566179    
## Alameda.l4        0.117876   0.203658   0.579 0.566333    
## Sacramento.l4    -1.126144   0.431129  -2.612 0.013044 *  
## Fresno.l4        -2.245253   0.506969  -4.429 8.48e-05 ***
## Kern.l4          -0.272288   0.478365  -0.569 0.572752    
## SanFrancisco.l4  -0.104191   0.112275  -0.928 0.359592    
## Ventura.l4       -0.141384   0.354362  -0.399 0.692264    
## SanJoaquin.l4     1.208573   0.467991   2.582 0.014023 *  
## SanMateo.l4       0.054546   0.101301   0.538 0.593577    
## Stanislaus.l4     0.963712   0.406261   2.372 0.023151 *  
## Sonoma.l4        -0.274100   0.211677  -1.295 0.203600    
## Tulare.l4         1.402540   0.690694   2.031 0.049730 *  
## Solano.l4         1.035398   0.407075   2.544 0.015413 *  
## SantaBarbara.l4   0.424936   0.281356   1.510 0.139692    
## Monterey.l4      -0.006422   0.228537  -0.028 0.977736    
## Placer.l4         0.465419   0.390511   1.192 0.241129    
## SanLuisObispo.l4 -0.346071   0.333569  -1.037 0.306432    
## SantaCruz.l4      0.374885   0.124745   3.005 0.004811 ** 
## Marin.l4         -0.184990   0.127718  -1.448 0.156154    
## Butte.l4          0.308883   0.380234   0.812 0.421930    
## Yolo.l4          -1.143871   0.517748  -2.209 0.033601 *  
## ElDorado.l4       0.112809   0.268929   0.419 0.677363    
## Shasta.l4         0.896469   0.519020   1.727 0.092698 .  
## Madera.l4        -1.022162   0.723198  -1.413 0.166130    
## Kings.l4         -0.115815   0.518222  -0.223 0.824421    
## Napa.l4           0.069109   0.207078   0.334 0.740517    
## Humboldt.l4       0.421755   0.202306   2.085 0.044247 *  
## Sutter.l4         1.021615   0.831909   1.228 0.227402    
## Mendocino.l4      0.348138   0.154751   2.250 0.030679 *  
## SanBenito.l4     -0.410807   0.349218  -1.176 0.247170    
## LosAngeles.l5    -0.055136   0.173342  -0.318 0.752265    
## SanDiego.l5       0.855942   0.323877   2.643 0.012096 *  
## Orange.l5         0.358690   0.193574   1.853 0.072096 .  
## Riverside.l5      1.567823   0.429242   3.653 0.000820 ***
## SanBernadino.l5  -0.876291   0.337045  -2.600 0.013438 *  
## SantaClara.l5    -0.168239   0.113665  -1.480 0.147539    
## Alameda.l5       -0.057883   0.172912  -0.335 0.739753    
## Sacramento.l5     0.590063   0.502330   1.175 0.247846    
## Fresno.l5         0.055704   0.661319   0.084 0.933339    
## Kern.l5           0.359512   0.579846   0.620 0.539155    
## SanFrancisco.l5   0.035486   0.101186   0.351 0.727860    
## Ventura.l5       -0.422417   0.265753  -1.590 0.120690    
## SanJoaquin.l5    -0.857226   0.459067  -1.867 0.070016 .  
## SanMateo.l5       0.039179   0.131379   0.298 0.767257    
## Stanislaus.l5     0.724366   0.406361   1.783 0.083092 .  
## Sonoma.l5         0.474633   0.237944   1.995 0.053687 .  
## Tulare.l5        -0.268916   0.905112  -0.297 0.768092    
## Solano.l5        -0.283090   0.385367  -0.735 0.467342    
## SantaBarbara.l5   0.263745   0.253851   1.039 0.305744    
## Monterey.l5      -0.298757   0.192996  -1.548 0.130371    
## Placer.l5         0.745966   0.340632   2.190 0.035090 *  
## SanLuisObispo.l5  0.290163   0.301140   0.964 0.341700    
## SantaCruz.l5      0.018098   0.105320   0.172 0.864526    
## Marin.l5         -0.137129   0.100581  -1.363 0.181233    
## Butte.l5         -1.251593   0.586496  -2.134 0.039724 *  
## Yolo.l5          -0.692745   0.506980  -1.366 0.180283    
## ElDorado.l5      -0.641311   0.343065  -1.869 0.069724 .  
## Shasta.l5         0.834155   0.517237   1.613 0.115540    
## Madera.l5         0.176402   0.703204   0.251 0.803353    
## Kings.l5         -0.583398   0.481089  -1.213 0.233157    
## Napa.l5          -0.070175   0.200439  -0.350 0.728299    
## Humboldt.l5       0.193012   0.204268   0.945 0.351010    
## Sutter.l5        -0.939947   0.586830  -1.602 0.117954    
## Mendocino.l5      0.226502   0.176597   1.283 0.207832    
## SanBenito.l5      0.230291   0.359661   0.640 0.526033    
## LosAngeles.l6    -0.046568   0.178571  -0.261 0.795748    
## SanDiego.l6       0.156131   0.262528   0.595 0.555749    
## Orange.l6         0.630783   0.180232   3.500 0.001260 ** 
## Riverside.l6     -0.431866   0.544609  -0.793 0.432983    
## SanBernadino.l6   0.422659   0.369772   1.143 0.260573    
## SantaClara.l6     0.110926   0.075495   1.469 0.150433    
## Alameda.l6       -0.436714   0.152694  -2.860 0.007007 ** 
## Sacramento.l6    -0.518093   0.469833  -1.103 0.277467    
## Fresno.l6        -0.101954   0.499182  -0.204 0.839315    
## Kern.l6           0.075352   0.490211   0.154 0.878694    
## SanFrancisco.l6   0.324670   0.110430   2.940 0.005702 ** 
## Ventura.l6       -1.442062   0.413151  -3.490 0.001293 ** 
## SanJoaquin.l6    -0.547402   0.379198  -1.444 0.157504    
## SanMateo.l6      -0.097615   0.112739  -0.866 0.392306    
## Stanislaus.l6    -0.160567   0.543291  -0.296 0.769276    
## Sonoma.l6         0.800509   0.251781   3.179 0.003031 ** 
## Tulare.l6         2.469244   0.746260   3.309 0.002134 ** 
## Solano.l6         0.179541   0.278472   0.645 0.523186    
## SantaBarbara.l6  -0.745222   0.292022  -2.552 0.015102 *  
## Monterey.l6       0.264134   0.170229   1.552 0.129498    
## Placer.l6         0.129601   0.417820   0.310 0.758211    
## SanLuisObispo.l6 -0.238949   0.250819  -0.953 0.347108    
## SantaCruz.l6     -0.259733   0.098040  -2.649 0.011905 *  
## Marin.l6          0.002050   0.099761   0.021 0.983719    
## Butte.l6         -0.679190   0.418022  -1.625 0.112936    
## Yolo.l6           0.666022   0.402309   1.655 0.106516    
## ElDorado.l6      -0.079665   0.283973  -0.281 0.780670    
## Shasta.l6         0.362025   0.483519   0.749 0.458885    
## Madera.l6        -0.663809   0.647047  -1.026 0.311781    
## Kings.l6         -0.115151   0.401708  -0.287 0.776021    
## Napa.l6           0.250534   0.241716   1.036 0.306891    
## Humboldt.l6      -0.120740   0.224725  -0.537 0.594379    
## Sutter.l6         1.593471   0.568805   2.801 0.008136 ** 
## Mendocino.l6      0.252523   0.129319   1.953 0.058662 .  
## SanBenito.l6     -0.069701   0.188218  -0.370 0.713312    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 291 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 4.408e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation SantaCruz: 
## ========================================== 
## SantaCruz = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     1.006996   0.294882   3.415 0.001595 ** 
## SanDiego.l1      -0.707499   0.618639  -1.144 0.260321    
## Orange.l1        -0.233484   0.407881  -0.572 0.570587    
## Riverside.l1      0.346608   1.021552   0.339 0.736358    
## SanBernadino.l1  -0.455816   0.546745  -0.834 0.409953    
## SantaClara.l1    -0.296668   0.127695  -2.323 0.025929 *  
## Alameda.l1        0.382081   0.429539   0.890 0.379632    
## Sacramento.l1     0.054412   1.181817   0.046 0.963532    
## Fresno.l1        -0.835985   0.781262  -1.070 0.291722    
## Kern.l1           0.576713   0.648913   0.889 0.380044    
## SanFrancisco.l1  -0.666728   0.139543  -4.778 2.96e-05 ***
## Ventura.l1       -0.642696   0.391357  -1.642 0.109252    
## SanJoaquin.l1     1.014163   0.513059   1.977 0.055775 .  
## SanMateo.l1       0.095255   0.198511   0.480 0.634237    
## Stanislaus.l1    -0.183833   0.685801  -0.268 0.790187    
## Sonoma.l1        -0.507703   0.355828  -1.427 0.162247    
## Tulare.l1        -0.478044   1.200642  -0.398 0.692866    
## Solano.l1        -0.090442   0.581200  -0.156 0.877208    
## SantaBarbara.l1   0.120946   0.317536   0.381 0.705524    
## Monterey.l1      -0.213120   0.432885  -0.492 0.625479    
## Placer.l1         0.378782   0.959160   0.395 0.695239    
## SanLuisObispo.l1 -0.310870   0.424234  -0.733 0.468438    
## SantaCruz.l1      0.762911   0.230200   3.314 0.002104 ** 
## Marin.l1          0.323267   0.210794   1.534 0.133879    
## Butte.l1         -0.875067   0.704555  -1.242 0.222262    
## Yolo.l1           0.692416   0.507851   1.363 0.181215    
## ElDorado.l1       0.286769   0.525099   0.546 0.588350    
## Shasta.l1        -0.958163   0.835167  -1.147 0.258837    
## Madera.l1         2.632669   1.218808   2.160 0.037505 *  
## Kings.l1          0.669997   0.488137   1.373 0.178381    
## Napa.l1          -0.076631   0.314267  -0.244 0.808738    
## Humboldt.l1      -0.410981   0.317229  -1.296 0.203382    
## Sutter.l1        -3.592341   0.750739  -4.785 2.89e-05 ***
## Mendocino.l1     -0.115174   0.180674  -0.637 0.527854    
## SanBenito.l1      2.869545   0.479615   5.983 7.32e-07 ***
## LosAngeles.l2    -0.141392   0.289476  -0.488 0.628201    
## SanDiego.l2       2.325474   0.621000   3.745 0.000630 ***
## Orange.l2        -0.688692   0.427921  -1.609 0.116266    
## Riverside.l2     -1.647177   0.959876  -1.716 0.094752 .  
## SanBernadino.l2   0.007864   0.505112   0.016 0.987665    
## SantaClara.l2    -0.133369   0.205938  -0.648 0.521341    
## Alameda.l2        1.348990   0.431151   3.129 0.003470 ** 
## Sacramento.l2    -3.889686   1.085322  -3.584 0.000995 ***
## Fresno.l2         0.724770   1.416837   0.512 0.612096    
## Kern.l2           1.322535   0.974711   1.357 0.183277    
## SanFrancisco.l2  -0.246638   0.224699  -1.098 0.279651    
## Ventura.l2       -1.334929   0.646594  -2.065 0.046227 *  
## SanJoaquin.l2    -1.338391   0.742954  -1.801 0.080013 .  
## SanMateo.l2      -0.138495   0.254213  -0.545 0.589251    
## Stanislaus.l2     0.645755   0.750327   0.861 0.395137    
## Sonoma.l2         0.639266   0.410339   1.558 0.128006    
## Tulare.l2        -2.045590   1.463410  -1.398 0.170720    
## Solano.l2         0.028579   0.644472   0.044 0.964874    
## SantaBarbara.l2   0.299592   0.372619   0.804 0.426665    
## Monterey.l2      -0.257896   0.428037  -0.603 0.550612    
## Placer.l2         2.864909   0.978789   2.927 0.005898 ** 
## SanLuisObispo.l2  0.361093   0.449510   0.803 0.427071    
## SantaCruz.l2     -0.610633   0.293519  -2.080 0.044667 *  
## Marin.l2         -0.142267   0.271231  -0.525 0.603131    
## Butte.l2          1.673654   0.782857   2.138 0.039387 *  
## Yolo.l2           1.310236   0.614889   2.131 0.040002 *  
## ElDorado.l2      -1.010132   0.508039  -1.988 0.054423 .  
## Shasta.l2        -0.722504   0.984012  -0.734 0.467556    
## Madera.l2         1.408717   1.238132   1.138 0.262730    
## Kings.l2          0.730215   0.824931   0.885 0.381932    
## Napa.l2          -0.312100   0.344700  -0.905 0.371260    
## Humboldt.l2      -0.200656   0.436668  -0.460 0.648627    
## Sutter.l2         1.231710   1.205061   1.022 0.313547    
## Mendocino.l2      0.198203   0.232978   0.851 0.400539    
## SanBenito.l2     -1.185649   0.473775  -2.503 0.017009 *  
## LosAngeles.l3     0.084150   0.372102   0.226 0.822365    
## SanDiego.l3      -0.927735   0.587691  -1.579 0.123173    
## Orange.l3         1.204077   0.375988   3.202 0.002849 ** 
## Riverside.l3     -0.766806   0.682096  -1.124 0.268373    
## SanBernadino.l3   0.108495   0.552982   0.196 0.845558    
## SantaClara.l3     0.109471   0.179352   0.610 0.545449    
## Alameda.l3        0.209513   0.429601   0.488 0.628725    
## Sacramento.l3     0.325176   0.907056   0.358 0.722066    
## Fresno.l3         0.398308   1.231739   0.323 0.748286    
## Kern.l3          -1.266684   0.968464  -1.308 0.199187    
## SanFrancisco.l3   0.286469   0.219665   1.304 0.200469    
## Ventura.l3       -1.090073   0.611855  -1.782 0.083255 .  
## SanJoaquin.l3     0.843133   0.790986   1.066 0.293554    
## SanMateo.l3      -0.123871   0.190942  -0.649 0.520627    
## Stanislaus.l3    -0.193965   0.893671  -0.217 0.829400    
## Sonoma.l3        -0.415531   0.431633  -0.963 0.342123    
## Tulare.l3         1.132096   1.175346   0.963 0.341872    
## Solano.l3        -0.372422   0.907833  -0.410 0.684067    
## SantaBarbara.l3  -0.472897   0.366061  -1.292 0.204640    
## Monterey.l3       0.125871   0.492871   0.255 0.799880    
## Placer.l3        -1.403493   0.555894  -2.525 0.016126 *  
## SanLuisObispo.l3 -0.512600   0.569661  -0.900 0.374189    
## SantaCruz.l3     -0.535670   0.241321  -2.220 0.032824 *  
## Marin.l3          0.546749   0.297490   1.838 0.074345 .  
## Butte.l3         -0.450208   0.649332  -0.693 0.492545    
## Yolo.l3          -1.104977   0.624306  -1.770 0.085209 .  
## ElDorado.l3       0.087739   0.503888   0.174 0.862743    
## Shasta.l3         2.799551   0.821141   3.409 0.001619 ** 
## Madera.l3        -0.950270   1.130096  -0.841 0.405969    
## Kings.l3          0.021432   0.825293   0.026 0.979426    
## Napa.l3           0.379711   0.382584   0.992 0.327583    
## Humboldt.l3       0.675405   0.428166   1.577 0.123442    
## Sutter.l3        -1.307284   1.383831  -0.945 0.351117    
## Mendocino.l3     -0.253352   0.210236  -1.205 0.236034    
## SanBenito.l3      0.088552   0.570314   0.155 0.877476    
## LosAngeles.l4    -0.555097   0.330989  -1.677 0.102189    
## SanDiego.l4      -0.766951   0.630025  -1.217 0.231397    
## Orange.l4        -0.282182   0.326965  -0.863 0.393831    
## Riverside.l4      0.482501   0.991146   0.487 0.629343    
## SanBernadino.l4  -0.538631   0.608932  -0.885 0.382268    
## SantaClara.l4     0.120370   0.196316   0.613 0.543638    
## Alameda.l4       -0.214051   0.352150  -0.608 0.547108    
## Sacramento.l4     0.223110   0.745475   0.299 0.766443    
## Fresno.l4        -3.111637   0.876611  -3.550 0.001096 ** 
## Kern.l4          -1.341644   0.827152  -1.622 0.113529    
## SanFrancisco.l4   0.032099   0.194137   0.165 0.869598    
## Ventura.l4        0.569820   0.612736   0.930 0.358586    
## SanJoaquin.l4     1.480916   0.809213   1.830 0.075530 .  
## SanMateo.l4       0.023236   0.175162   0.133 0.895207    
## Stanislaus.l4     1.469717   0.702476   2.092 0.043535 *  
## Sonoma.l4        -0.257921   0.366016  -0.705 0.485549    
## Tulare.l4        -3.908680   1.194294  -3.273 0.002355 ** 
## Solano.l4         1.910326   0.703883   2.714 0.010138 *  
## SantaBarbara.l4   0.429812   0.486499   0.883 0.382839    
## Monterey.l4       0.192296   0.395168   0.487 0.629478    
## Placer.l4        -0.041913   0.675240  -0.062 0.950849    
## SanLuisObispo.l4  0.826112   0.576782   1.432 0.160691    
## SantaCruz.l4      0.266443   0.215699   1.235 0.224738    
## Marin.l4         -0.548742   0.220840  -2.485 0.017748 *  
## Butte.l4          1.307874   0.657471   1.989 0.054313 .  
## Yolo.l4          -0.254385   0.895249  -0.284 0.777923    
## ElDorado.l4       0.753951   0.465012   1.621 0.113668    
## Shasta.l4         0.937942   0.897449   1.045 0.302935    
## Madera.l4         0.190798   1.250498   0.153 0.879583    
## Kings.l4          1.033160   0.896069   1.153 0.256512    
## Napa.l4          -0.561230   0.358063  -1.567 0.125768    
## Humboldt.l4       0.239607   0.349812   0.685 0.497757    
## Sutter.l4         1.563798   1.438473   1.087 0.284207    
## Mendocino.l4      0.325152   0.267583   1.215 0.232220    
## SanBenito.l4     -0.580375   0.603840  -0.961 0.342893    
## LosAngeles.l5    -0.014481   0.299729  -0.048 0.961733    
## SanDiego.l5       1.439915   0.560022   2.571 0.014413 *  
## Orange.l5         0.514070   0.334713   1.536 0.133318    
## Riverside.l5      1.132951   0.742211   1.526 0.135636    
## SanBernadino.l5  -0.093475   0.582791  -0.160 0.873469    
## SantaClara.l5    -0.150493   0.196542  -0.766 0.448844    
## Alameda.l5       -0.119206   0.298985  -0.399 0.692469    
## Sacramento.l5    -0.564042   0.868590  -0.649 0.520217    
## Fresno.l5        -1.904849   1.143501  -1.666 0.104432    
## Kern.l5           1.010918   1.002624   1.008 0.320053    
## SanFrancisco.l5  -0.054987   0.174964  -0.314 0.755124    
## Ventura.l5       -1.105698   0.459519  -2.406 0.021378 *  
## SanJoaquin.l5    -1.086422   0.793783  -1.369 0.179585    
## SanMateo.l5       0.443749   0.227171   1.953 0.058582 .  
## Stanislaus.l5    -0.463285   0.702647  -0.659 0.513871    
## Sonoma.l5         0.889893   0.411435   2.163 0.037267 *  
## Tulare.l5         0.761891   1.565049   0.487 0.629340    
## Solano.l5         0.246599   0.666347   0.370 0.713494    
## SantaBarbara.l5   0.107075   0.438939   0.244 0.808663    
## Monterey.l5      -0.745284   0.333714  -2.233 0.031836 *  
## Placer.l5         1.544574   0.588994   2.622 0.012719 *  
## SanLuisObispo.l5  0.674715   0.520708   1.296 0.203303    
## SantaCruz.l5     -0.452102   0.182111  -2.483 0.017842 *  
## Marin.l5         -0.381786   0.173917  -2.195 0.034679 *  
## Butte.l5          0.288776   1.014124   0.285 0.777464    
## Yolo.l5          -1.594121   0.876631  -1.818 0.077321 .  
## ElDorado.l5      -0.591918   0.593200  -0.998 0.325018    
## Shasta.l5         1.084906   0.894365   1.213 0.233012    
## Madera.l5        -0.440296   1.215926  -0.362 0.719389    
## Kings.l5         -0.333804   0.831862  -0.401 0.690591    
## Napa.l5          -0.291959   0.346584  -0.842 0.405131    
## Humboldt.l5       0.591093   0.353205   1.674 0.102895    
## Sutter.l5        -1.128193   1.014700  -1.112 0.273573    
## Mendocino.l5     -0.256174   0.305358  -0.839 0.407045    
## SanBenito.l5      0.794139   0.621898   1.277 0.209792    
## LosAngeles.l6     0.109136   0.308771   0.353 0.725811    
## SanDiego.l6       0.681831   0.453943   1.502 0.141814    
## Orange.l6         0.979908   0.311644   3.144 0.003329 ** 
## Riverside.l6     -0.541431   0.941696  -0.575 0.568899    
## SanBernadino.l6  -0.726884   0.639381  -1.137 0.263110    
## SantaClara.l6    -0.026346   0.130540  -0.202 0.841191    
## Alameda.l6       -0.076523   0.264027  -0.290 0.773608    
## Sacramento.l6     0.294985   0.812398   0.363 0.718651    
## Fresno.l6         1.269097   0.863147   1.470 0.150164    
## Kern.l6           1.229329   0.847635   1.450 0.155631    
## SanFrancisco.l6   0.310806   0.190947   1.628 0.112309    
## Ventura.l6       -1.930582   0.714389  -2.702 0.010435 *  
## SanJoaquin.l6    -0.900860   0.655679  -1.374 0.177957    
## SanMateo.l6      -0.608440   0.194940  -3.121 0.003541 ** 
## Stanislaus.l6     0.688196   0.939416   0.733 0.468558    
## Sonoma.l6         0.699302   0.435360   1.606 0.116954    
## Tulare.l6         1.775086   1.290374   1.376 0.177434    
## Solano.l6         1.730994   0.481512   3.595 0.000965 ***
## SantaBarbara.l6  -0.184572   0.504942  -0.366 0.716855    
## Monterey.l6      -0.479170   0.294347  -1.628 0.112267    
## Placer.l6        -0.686871   0.722462  -0.951 0.348077    
## SanLuisObispo.l6 -0.077896   0.433697  -0.180 0.858466    
## SantaCruz.l6      0.331973   0.169523   1.958 0.057981 .  
## Marin.l6          0.127144   0.172500   0.737 0.465857    
## Butte.l6         -2.812618   0.722811  -3.891 0.000414 ***
## Yolo.l6          -0.647040   0.695641  -0.930 0.358496    
## ElDorado.l6      -0.388223   0.491025  -0.791 0.434333    
## Shasta.l6         1.633308   0.836063   1.954 0.058557 .  
## Madera.l6        -0.850535   1.118824  -0.760 0.452083    
## Kings.l6          0.281898   0.694601   0.406 0.687261    
## Napa.l6           0.052062   0.417957   0.125 0.901562    
## Humboldt.l6       0.336511   0.388577   0.866 0.392220    
## Sutter.l6         0.807645   0.983534   0.821 0.416956    
## Mendocino.l6      0.249746   0.223608   1.117 0.271440    
## SanBenito.l6     -0.194716   0.325452  -0.598 0.553389    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 503.2 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 2.586e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Marin: 
## ====================================== 
## Marin = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                    Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     1.7844884  0.4004718   4.456 7.81e-05 ***
## SanDiego.l1       0.5415251  0.8401586   0.645 0.523304    
## Orange.l1         0.2086348  0.5539334   0.377 0.708650    
## Riverside.l1     -2.0501663  1.3873463  -1.478 0.148168    
## SanBernadino.l1  -2.1292612  0.7425213  -2.868 0.006873 ** 
## SantaClara.l1    -0.2192040  0.1734198  -1.264 0.214351    
## Alameda.l1        0.2118292  0.5833464   0.363 0.718633    
## Sacramento.l1     0.4078974  1.6049976   0.254 0.800832    
## Fresno.l1        -0.0123271  1.0610141  -0.012 0.990794    
## Kern.l1          -0.5312026  0.8812734  -0.603 0.550442    
## SanFrancisco.l1  -0.7283670  0.1895099  -3.843 0.000475 ***
## Ventura.l1       -0.8359063  0.5314929  -1.573 0.124525    
## SanJoaquin.l1     1.7018450  0.6967736   2.442 0.019627 *  
## SanMateo.l1      -0.2162009  0.2695926  -0.802 0.427842    
## Stanislaus.l1     1.4668962  0.9313700   1.575 0.124008    
## Sonoma.l1         0.9381816  0.4832411   1.941 0.060064 .  
## Tulare.l1         2.8491610  1.6305639   1.747 0.089104 .  
## Solano.l1        -1.8469966  0.7893138  -2.340 0.024946 *  
## SantaBarbara.l1  -0.3095887  0.4312380  -0.718 0.477448    
## Monterey.l1      -0.0496064  0.5878907  -0.084 0.933222    
## Placer.l1        -1.4687790  1.3026128  -1.128 0.266964    
## SanLuisObispo.l1 -0.7341962  0.5761423  -1.274 0.210711    
## SantaCruz.l1      1.2067552  0.3126291   3.860 0.000453 ***
## Marin.l1          0.8258011  0.2862747   2.885 0.006579 ** 
## Butte.l1          1.0669432  0.9568399   1.115 0.272209    
## Yolo.l1          -0.8509290  0.6897012  -1.234 0.225285    
## ElDorado.l1      -0.6094955  0.7131242  -0.855 0.398379    
## Shasta.l1        -0.4545205  1.1342214  -0.401 0.690985    
## Madera.l1         2.3672628  1.6552349   1.430 0.161291    
## Kings.l1         -0.3635445  0.6629269  -0.548 0.586807    
## Napa.l1           0.7723265  0.4267984   1.810 0.078717 .  
## Humboldt.l1      -0.8735642  0.4308213  -2.028 0.050045 .  
## Sutter.l1        -6.3590942  1.0195610  -6.237 3.35e-07 ***
## Mendocino.l1      0.2057164  0.2453689   0.838 0.407341    
## SanBenito.l1      2.4726189  0.6513543   3.796 0.000544 ***
## LosAngeles.l2    -0.8306679  0.3931311  -2.113 0.041605 *  
## SanDiego.l2       1.5051950  0.8433656   1.785 0.082731 .  
## Orange.l2        -0.9235813  0.5811490  -1.589 0.120753    
## Riverside.l2      1.4927940  1.3035848   1.145 0.259705    
## SanBernadino.l2   0.1269529  0.6859805   0.185 0.854215    
## SantaClara.l2    -0.6451227  0.2796794  -2.307 0.026939 *  
## Alameda.l2        1.7889378  0.5855361   3.055 0.004218 ** 
## Sacramento.l2    -3.1485954  1.4739508  -2.136 0.039537 *  
## Fresno.l2         4.8685175  1.9241731   2.530 0.015916 *  
## Kern.l2           0.8668930  1.3237326   0.655 0.516704    
## SanFrancisco.l2  -0.1728294  0.3051582  -0.566 0.574663    
## Ventura.l2       -0.6750403  0.8781247  -0.769 0.447068    
## SanJoaquin.l2    -3.3086293  1.0089887  -3.279 0.002314 ** 
## SanMateo.l2       0.1256657  0.3452413   0.364 0.717992    
## Stanislaus.l2     1.8306946  1.0190018   1.797 0.080801 .  
## Sonoma.l2        -0.0003194  0.5572711  -0.001 0.999546    
## Tulare.l2        -3.3823263  1.9874224  -1.702 0.097403 .  
## Solano.l2         1.4264551  0.8752422   1.630 0.111868    
## SantaBarbara.l2   1.2244138  0.5060457   2.420 0.020717 *  
## Monterey.l2      -1.0710972  0.5813066  -1.843 0.073640 .  
## Placer.l2         1.5960536  1.3292708   1.201 0.237709    
## SanLuisObispo.l2 -0.0166056  0.6104691  -0.027 0.978449    
## SantaCruz.l2     -0.3213363  0.3986218  -0.806 0.425468    
## Marin.l2         -0.7056576  0.3683529  -1.916 0.063371 .  
## Butte.l2         -1.0637278  1.0631801  -1.001 0.323739    
## Yolo.l2           2.4370502  0.8350658   2.918 0.006031 ** 
## ElDorado.l2       1.0210780  0.6899560   1.480 0.147594    
## Shasta.l2        -2.7544639  1.3363636  -2.061 0.046567 *  
## Madera.l2         3.8492161  1.6814778   2.289 0.028039 *  
## Kings.l2         -1.5219533  1.1203197  -1.358 0.182758    
## Napa.l2          -0.3636835  0.4681288  -0.777 0.442300    
## Humboldt.l2      -0.0874634  0.5930292  -0.147 0.883572    
## Sutter.l2         1.4754973  1.6365652   0.902 0.373272    
## Mendocino.l2      0.2484179  0.3164025   0.785 0.437513    
## SanBenito.l2     -2.0645238  0.6434233  -3.209 0.002801 ** 
## LosAngeles.l3     0.2737842  0.5053424   0.542 0.591308    
## SanDiego.l3      -0.1446554  0.7981294  -0.181 0.857193    
## Orange.l3         1.1611946  0.5106209   2.274 0.029023 *  
## Riverside.l3     -0.6437709  0.9263393  -0.695 0.491540    
## SanBernadino.l3  -1.4044113  0.7509924  -1.870 0.069622 .  
## SantaClara.l3     0.8287920  0.2435731   3.403 0.001650 ** 
## Alameda.l3        0.3172132  0.5834308   0.544 0.589997    
## Sacramento.l3    -0.0328012  1.2318517  -0.027 0.978904    
## Fresno.l3        -1.3928226  1.6727959  -0.833 0.410542    
## Kern.l3          -2.4631605  1.3152487  -1.873 0.069239 .  
## SanFrancisco.l3   0.4357457  0.2983215   1.461 0.152783    
## Ventura.l3       -0.9567224  0.8309460  -1.151 0.257172    
## SanJoaquin.l3     1.1573197  1.0742190   1.077 0.288486    
## SanMateo.l3      -0.3509576  0.2593145  -1.353 0.184364    
## Stanislaus.l3    -0.6053391  1.2136737  -0.499 0.620978    
## Sonoma.l3        -0.5284407  0.5861911  -0.901 0.373324    
## Tulare.l3         0.7804294  1.5962096   0.489 0.627859    
## Solano.l3        -2.4580154  1.2329063  -1.994 0.053806 .  
## SantaBarbara.l3   0.0486229  0.4971385   0.098 0.922629    
## Monterey.l3      -0.1197494  0.6693571  -0.179 0.859018    
## Placer.l3        -0.6007046  0.7549464  -0.796 0.431427    
## SanLuisObispo.l3  0.8254291  0.7736427   1.067 0.293103    
## SantaCruz.l3     -0.3963181  0.3277330  -1.209 0.234441    
## Marin.l3          0.0783949  0.4040145   0.194 0.847236    
## Butte.l3         -0.5124842  0.8818420  -0.581 0.564759    
## Yolo.l3          -0.8587429  0.8478557  -1.013 0.317895    
## ElDorado.l3      -0.6028856  0.6843189  -0.881 0.384161    
## Shasta.l3         2.5543061  1.1151721   2.291 0.027955 *  
## Madera.l3        -0.0516874  1.5347573  -0.034 0.973320    
## Kings.l3         -0.5369016  1.1208110  -0.479 0.634815    
## Napa.l3          -0.1047865  0.5195787  -0.202 0.841305    
## Humboldt.l3       1.2913587  0.5814818   2.221 0.032745 *  
## Sutter.l3        -0.7274551  1.8793479  -0.387 0.700977    
## Mendocino.l3     -0.3512297  0.2855172  -1.230 0.226618    
## SanBenito.l3      0.2701741  0.7745306   0.349 0.729254    
## LosAngeles.l4    -0.0323521  0.4495079  -0.072 0.943022    
## SanDiego.l4      -2.5748388  0.8556218  -3.009 0.004759 ** 
## Orange.l4        -0.0596137  0.4440432  -0.134 0.893951    
## Riverside.l4      1.1423758  1.3460523   0.849 0.401664    
## SanBernadino.l4  -0.9262427  0.8269757  -1.120 0.270115    
## SantaClara.l4    -0.7121631  0.2666128  -2.671 0.011278 *  
## Alameda.l4        0.4469614  0.4782461   0.935 0.356229    
## Sacramento.l4    -1.6249635  1.0124127  -1.605 0.117223    
## Fresno.l4        -2.8716996  1.1905046  -2.412 0.021081 *  
## Kern.l4          -0.8297922  1.1233356  -0.739 0.464887    
## SanFrancisco.l4  -0.1551015  0.2636534  -0.588 0.560018    
## Ventura.l4        0.8970549  0.8321423   1.078 0.288201    
## SanJoaquin.l4     1.2096985  1.0989738   1.101 0.278310    
## SanMateo.l4       0.0338780  0.2378833   0.142 0.887547    
## Stanislaus.l4     3.4369941  0.9540158   3.603 0.000944 ***
## Sonoma.l4        -0.2362418  0.4970777  -0.475 0.637472    
## Tulare.l4        -2.2468615  1.6219424  -1.385 0.174488    
## Solano.l4         3.0386651  0.9559264   3.179 0.003036 ** 
## SantaBarbara.l4   0.7061644  0.6607028   1.069 0.292271    
## Monterey.l4       1.2909686  0.5366679   2.406 0.021412 *  
## Placer.l4         1.0580840  0.9170281   1.154 0.256177    
## SanLuisObispo.l4  0.6279033  0.7833139   0.802 0.428045    
## SantaCruz.l4      0.2344082  0.2929363   0.800 0.428843    
## Marin.l4         -0.4078815  0.2999183  -1.360 0.182294    
## Butte.l4         -0.2935377  0.8928956  -0.329 0.744251    
## Yolo.l4          -1.5351015  1.2158164  -1.263 0.214847    
## ElDorado.l4       0.9735476  0.6315217   1.542 0.131919    
## Shasta.l4         2.4286738  1.2188044   1.993 0.053921 .  
## Madera.l4        -4.2362210  1.6982722  -2.494 0.017344 *  
## Kings.l4          0.4301653  1.2169299   0.353 0.725787    
## Napa.l4           0.3216030  0.4862764   0.661 0.512593    
## Humboldt.l4       0.3695438  0.4750718   0.778 0.441728    
## Sutter.l4         4.9424928  1.9535560   2.530 0.015924 *  
## Mendocino.l4      1.2427799  0.3633982   3.420 0.001573 ** 
## SanBenito.l4     -1.6010633  0.8200614  -1.952 0.058705 .  
## LosAngeles.l5     0.0520499  0.4070549   0.128 0.898964    
## SanDiego.l5       0.8676088  0.7605529   1.141 0.261502    
## Orange.l5         0.0673543  0.4545660   0.148 0.883033    
## Riverside.l5      2.6663510  1.0079800   2.645 0.012024 *  
## SanBernadino.l5  -0.6289795  0.7914753  -0.795 0.432000    
## SantaClara.l5    -0.0802840  0.2669184  -0.301 0.765312    
## Alameda.l5       -0.0072185  0.4060449  -0.018 0.985914    
## Sacramento.l5     1.1423694  1.1796116   0.968 0.339292    
## Fresno.l5        -3.5214742  1.5529621  -2.268 0.029456 *  
## Kern.l5           2.5658542  1.3616405   1.884 0.067608 .  
## SanFrancisco.l5  -0.0623292  0.2376140  -0.262 0.794576    
## Ventura.l5       -1.1643457  0.6240615  -1.866 0.070241 .  
## SanJoaquin.l5    -1.7135536  1.0780186  -1.590 0.120683    
## SanMateo.l5       0.7118326  0.3085156   2.307 0.026900 *  
## Stanislaus.l5    -1.6418329  0.9542486  -1.721 0.093919 .  
## Sonoma.l5         0.0596623  0.5587601   0.107 0.915559    
## Tulare.l5         0.2266032  2.1254564   0.107 0.915687    
## Solano.l5        -0.5609659  0.9049505  -0.620 0.539237    
## SantaBarbara.l5   0.2366651  0.5961133   0.397 0.693701    
## Monterey.l5      -0.3166719  0.4532097  -0.699 0.489210    
## Placer.l5         1.0034390  0.7998991   1.254 0.217760    
## SanLuisObispo.l5 -0.0109707  0.7071612  -0.016 0.987708    
## SantaCruz.l5     -0.3679925  0.2473205  -1.488 0.145481    
## Marin.l5         -0.6032712  0.2361926  -2.554 0.015021 *  
## Butte.l5          0.8063468  1.3772577   0.585 0.561882    
## Yolo.l5           0.0684991  1.1905314   0.058 0.954436    
## ElDorado.l5      -0.8051075  0.8056116  -0.999 0.324284    
## Shasta.l5        -0.1843443  1.2146163  -0.152 0.880214    
## Madera.l5         2.8253620  1.6513208   1.711 0.095692 .  
## Kings.l5         -1.0455952  1.1297324  -0.926 0.360856    
## Napa.l5          -0.0032568  0.4706876  -0.007 0.994517    
## Humboldt.l5      -0.3581525  0.4796788  -0.747 0.460123    
## Sutter.l5        -3.0575561  1.3780408  -2.219 0.032895 *  
## Mendocino.l5     -0.4919474  0.4146991  -1.186 0.243284    
## SanBenito.l5      1.2617696  0.8445856   1.494 0.143902    
## LosAngeles.l6     1.1661746  0.4193352   2.781 0.008568 ** 
## SanDiego.l6       2.2638661  0.6164891   3.672 0.000775 ***
## Orange.l6         0.5867534  0.4232362   1.386 0.174167    
## Riverside.l6     -3.6589683  1.2788951  -2.861 0.006990 ** 
## SanBernadino.l6  -0.1358772  0.8683288  -0.156 0.876528    
## SantaClara.l6    -0.0373869  0.1772832  -0.211 0.834164    
## Alameda.l6       -0.6110889  0.3585685  -1.704 0.096953 .  
## Sacramento.l6    -0.6297967  1.1032991  -0.571 0.571661    
## Fresno.l6         4.8102991  1.1722197   4.104 0.000223 ***
## Kern.l6          -0.9253287  1.1511538  -0.804 0.426773    
## SanFrancisco.l6   0.7482904  0.2593205   2.886 0.006563 ** 
## Ventura.l6       -1.5033910  0.9701952  -1.550 0.129991    
## SanJoaquin.l6    -0.8260864  0.8904620  -0.928 0.359739    
## SanMateo.l6      -0.4245411  0.2647430  -1.604 0.117542    
## Stanislaus.l6     1.3028514  1.2757988   1.021 0.313971    
## Sonoma.l6        -0.0518576  0.5912517  -0.088 0.930595    
## Tulare.l6         2.6372704  1.7524273   1.505 0.141068    
## Solano.l6         1.1536749  0.6539298   1.764 0.086180 .  
## SantaBarbara.l6  -1.6285998  0.6857505  -2.375 0.023002 *  
## Monterey.l6       0.0997207  0.3997460   0.249 0.804423    
## Placer.l6         1.1803866  0.9811586   1.203 0.236808    
## SanLuisObispo.l6  0.0305255  0.5889937   0.052 0.958953    
## SantaCruz.l6     -0.0498641  0.2302253  -0.217 0.829752    
## Marin.l6          0.0321016  0.2342676   0.137 0.891771    
## Butte.l6         -2.7116666  0.9816324  -2.762 0.008979 ** 
## Yolo.l6          -1.8274889  0.9447336  -1.934 0.060954 .  
## ElDorado.l6       0.1169579  0.6668492   0.175 0.861757    
## Shasta.l6         0.9397802  1.1354378   0.828 0.413304    
## Madera.l6        -1.0980624  1.5194487  -0.723 0.474551    
## Kings.l6          0.6140082  0.9433217   0.651 0.519244    
## Napa.l6           0.1714376  0.5676180   0.302 0.764367    
## Humboldt.l6      -0.4277582  0.5277169  -0.811 0.422932    
## Sutter.l6         1.1859462  1.3357140   0.888 0.380502    
## Mendocino.l6      1.1385149  0.3036772   3.749 0.000623 ***
## SanBenito.l6     -0.6279120  0.4419881  -1.421 0.164021    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 683.4 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 2.392e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Butte: 
## ====================================== 
## Butte = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                    Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.1268750  0.0928205   1.367 0.180137    
## SanDiego.l1      -0.0870376  0.1947301  -0.447 0.657578    
## Orange.l1         0.0252870  0.1283895   0.197 0.844970    
## Riverside.l1      0.8665092  0.3215561   2.695 0.010637 *  
## SanBernadino.l1  -0.2944324  0.1721000  -1.711 0.095720 .  
## SantaClara.l1     0.0578852  0.0401949   1.440 0.158475    
## Alameda.l1       -0.0898709  0.1352068  -0.665 0.510483    
## Sacramento.l1     0.7257092  0.3720029   1.951 0.058896 .  
## Fresno.l1         0.3954866  0.2459195   1.608 0.116529    
## Kern.l1          -0.0835945  0.2042596  -0.409 0.684777    
## SanFrancisco.l1  -0.0537352  0.0439242  -1.223 0.229140    
## Ventura.l1        0.1407395  0.1231883   1.142 0.260799    
## SanJoaquin.l1    -0.1873329  0.1614967  -1.160 0.253692    
## SanMateo.l1      -0.0555733  0.0624856  -0.889 0.379705    
## Stanislaus.l1    -0.1570000  0.2158709  -0.727 0.471754    
## Sonoma.l1        -0.0943989  0.1120046  -0.843 0.404898    
## Tulare.l1         0.7713603  0.3779286   2.041 0.048632 *  
## Solano.l1        -0.2878136  0.1829454  -1.573 0.124416    
## SantaBarbara.l1   0.0305187  0.0999514   0.305 0.761869    
## Monterey.l1       0.2585102  0.1362600   1.897 0.065848 .  
## Placer.l1        -0.7498217  0.3019168  -2.484 0.017801 *  
## SanLuisObispo.l1  0.0258578  0.1335370   0.194 0.847548    
## SantaCruz.l1     -0.0082638  0.0724605  -0.114 0.909835    
## Marin.l1          0.1658774  0.0663521   2.500 0.017116 *  
## Butte.l1          0.5967831  0.2217743   2.691 0.010737 *  
## Yolo.l1          -0.0078121  0.1598575  -0.049 0.961294    
## ElDorado.l1      -0.1923059  0.1652864  -1.163 0.252292    
## Shasta.l1        -0.1856153  0.2628874  -0.706 0.484693    
## Madera.l1        -0.2267566  0.3836467  -0.591 0.558176    
## Kings.l1          0.0047651  0.1536518   0.031 0.975431    
## Napa.l1          -0.0847977  0.0989224  -0.857 0.396997    
## Humboldt.l1      -0.2073204  0.0998548  -2.076 0.045073 *  
## Sutter.l1        -0.6879195  0.2363116  -2.911 0.006146 ** 
## Mendocino.l1      0.1480595  0.0568711   2.603 0.013324 *  
## SanBenito.l1     -0.0238823  0.1509695  -0.158 0.875189    
## LosAngeles.l2     0.0093361  0.0911191   0.102 0.918960    
## SanDiego.l2       0.1997022  0.1954734   1.022 0.313771    
## Orange.l2        -0.2314198  0.1346975  -1.718 0.094375 .  
## Riverside.l2     -0.4291515  0.3021421  -1.420 0.164105    
## SanBernadino.l2   0.1674993  0.1589951   1.053 0.299137    
## SantaClara.l2    -0.1332103  0.0648235  -2.055 0.047193 *  
## Alameda.l2        0.3110965  0.1357143   2.292 0.027841 *  
## Sacramento.l2    -0.8724540  0.3416291  -2.554 0.015034 *  
## Fresno.l2         0.8165100  0.4459807   1.831 0.075415 .  
## Kern.l2           0.2136969  0.3068119   0.697 0.490584    
## SanFrancisco.l2   0.1764947  0.0707289   2.495 0.017305 *  
## Ventura.l2       -0.2604281  0.2035298  -1.280 0.208886    
## SanJoaquin.l2    -0.3590394  0.2338612  -1.535 0.133461    
## SanMateo.l2       0.0089598  0.0800193   0.112 0.911469    
## Stanislaus.l2     0.5279518  0.2361820   2.235 0.031688 *  
## Sonoma.l2         0.0003255  0.1291631   0.003 0.998003    
## Tulare.l2        -0.3127956  0.4606404  -0.679 0.501452    
## Solano.l2        -0.1802728  0.2028617  -0.889 0.380091    
## SantaBarbara.l2   0.1546934  0.1172902   1.319 0.195533    
## Monterey.l2       0.0849301  0.1347340   0.630 0.532444    
## Placer.l2         0.3970468  0.3080955   1.289 0.205718    
## SanLuisObispo.l2 -0.0731865  0.1414932  -0.517 0.608150    
## SantaCruz.l2     -0.0255902  0.0923917  -0.277 0.783383    
## Marin.l2         -0.2676285  0.0853760  -3.135 0.003416 ** 
## Butte.l2         -0.1077091  0.2464216  -0.437 0.664655    
## Yolo.l2           0.5883147  0.1935497   3.040 0.004395 ** 
## ElDorado.l2      -0.0483141  0.1599165  -0.302 0.764298    
## Shasta.l2        -0.1075740  0.3097394  -0.347 0.730385    
## Madera.l2         0.0281295  0.3897293   0.072 0.942861    
## Kings.l2         -0.2979350  0.2596653  -1.147 0.258792    
## Napa.l2           0.0908935  0.1085019   0.838 0.407719    
## Humboldt.l2      -0.2406068  0.1374510  -1.750 0.088553 .  
## Sutter.l2         0.4008612  0.3793195   1.057 0.297648    
## Mendocino.l2      0.1187342  0.0733351   1.619 0.114162    
## SanBenito.l2      0.2771940  0.1491313   1.859 0.071257 .  
## LosAngeles.l3    -0.0179290  0.1171272  -0.153 0.879195    
## SanDiego.l3      -0.0972561  0.1849887  -0.526 0.602292    
## Orange.l3         0.0554994  0.1183506   0.469 0.641939    
## Riverside.l3      0.0713079  0.2147049   0.332 0.741724    
## SanBernadino.l3  -0.0700946  0.1740634  -0.403 0.689554    
## SantaClara.l3     0.0469674  0.0564548   0.832 0.410924    
## Alameda.l3        0.0977853  0.1352263   0.723 0.474277    
## Sacramento.l3     0.6229050  0.2855159   2.182 0.035743 *  
## Fresno.l3         0.4197004  0.3877170   1.082 0.286232    
## Kern.l3          -0.8703278  0.3048455  -2.855 0.007099 ** 
## SanFrancisco.l3  -0.0676324  0.0691443  -0.978 0.334536    
## Ventura.l3       -0.3046820  0.1925948  -1.582 0.122400    
## SanJoaquin.l3    -0.2877938  0.2489801  -1.156 0.255340    
## SanMateo.l3      -0.0301481  0.0601033  -0.502 0.619000    
## Stanislaus.l3    -0.4928236  0.2813026  -1.752 0.088301 .  
## Sonoma.l3         0.1974999  0.1358661   1.454 0.154710    
## Tulare.l3        -0.4179255  0.3699660  -1.130 0.266102    
## Solano.l3        -0.6588607  0.2857603  -2.306 0.027002 *  
## SantaBarbara.l3  -0.0022969  0.1152257  -0.020 0.984206    
## Monterey.l3       0.3147602  0.1551421   2.029 0.049919 *  
## Placer.l3        -0.2191930  0.1749798  -1.253 0.218400    
## SanLuisObispo.l3  0.3352915  0.1793132   1.870 0.069652 .  
## SantaCruz.l3     -0.0428802  0.0759612  -0.565 0.575914    
## Marin.l3          0.0854422  0.0936416   0.912 0.367608    
## Butte.l3         -0.7654489  0.2043914  -3.745 0.000630 ***
## Yolo.l3           0.2859319  0.1965142   1.455 0.154329    
## ElDorado.l3       0.3700464  0.1586099   2.333 0.025349 *  
## Shasta.l3        -0.1747286  0.2584722  -0.676 0.503357    
## Madera.l3         0.6344424  0.3557227   1.784 0.082933 .  
## Kings.l3          0.0645139  0.2597791   0.248 0.805281    
## Napa.l3          -0.2857805  0.1204268  -2.373 0.023102 *  
## Humboldt.l3       0.0335473  0.1347746   0.249 0.804842    
## Sutter.l3        -0.9442569  0.4355912  -2.168 0.036868 *  
## Mendocino.l3     -0.0300321  0.0661765  -0.454 0.652684    
## SanBenito.l3      0.1710164  0.1795190   0.953 0.347127    
## LosAngeles.l4     0.1033273  0.1041860   0.992 0.327935    
## SanDiego.l4      -0.9605689  0.1983142  -4.844 2.42e-05 ***
## Orange.l4         0.0162703  0.1029194   0.158 0.875271    
## Riverside.l4     -0.3246220  0.3119851  -1.041 0.305043    
## SanBernadino.l4  -0.0548537  0.1916746  -0.286 0.776380    
## SantaClara.l4     0.0187174  0.0617949   0.303 0.763713    
## Alameda.l4       -0.0771856  0.1108468  -0.696 0.490696    
## Sacramento.l4    -0.2345457  0.2346548  -1.000 0.324207    
## Fresno.l4        -0.0788922  0.2759326  -0.286 0.776585    
## Kern.l4           0.0850924  0.2603643   0.327 0.745696    
## SanFrancisco.l4  -0.0477043  0.0611090  -0.781 0.440116    
## Ventura.l4        0.1951074  0.1928721   1.012 0.318485    
## SanJoaquin.l4     0.2640040  0.2547177   1.036 0.306901    
## SanMateo.l4      -0.0166994  0.0551361  -0.303 0.763727    
## Stanislaus.l4     0.7231665  0.2211197   3.270 0.002370 ** 
## Sonoma.l4        -0.2942370  0.1152116  -2.554 0.015031 *  
## Tulare.l4        -0.4304921  0.3759303  -1.145 0.259708    
## Solano.l4         0.3275678  0.2215625   1.478 0.147986    
## SantaBarbara.l4  -0.2701845  0.1531363  -1.764 0.086159 .  
## Monterey.l4       0.4032493  0.1243877   3.242 0.002561 ** 
## Placer.l4        -0.4300798  0.2125468  -2.023 0.050498 .  
## SanLuisObispo.l4 -0.3064476  0.1815548  -1.688 0.100076    
## SantaCruz.l4      0.0560242  0.0678961   0.825 0.414723    
## Marin.l4          0.2006828  0.0695144   2.887 0.006540 ** 
## Butte.l4          0.5287093  0.2069534   2.555 0.015000 *  
## Yolo.l4           0.6005935  0.2817993   2.131 0.039964 *  
## ElDorado.l4       0.0771293  0.1463727   0.527 0.601469    
## Shasta.l4        -0.2293972  0.2824918  -0.812 0.422101    
## Madera.l4         0.6161787  0.3936218   1.565 0.126236    
## Kings.l4         -0.5327494  0.2820574  -1.889 0.066996 .  
## Napa.l4           0.2865483  0.1127081   2.542 0.015454 *  
## Humboldt.l4       0.3044655  0.1101111   2.765 0.008919 ** 
## Sutter.l4         0.8588043  0.4527910   1.897 0.065915 .  
## Mendocino.l4      0.1628239  0.0842276   1.933 0.061114 .  
## SanBenito.l4     -0.3668120  0.1900720  -1.930 0.061533 .  
## LosAngeles.l5    -0.0121598  0.0943463  -0.129 0.898166    
## SanDiego.l5       0.2079069  0.1762793   1.179 0.245968    
## Orange.l5        -0.1096855  0.1053583  -1.041 0.304784    
## Riverside.l5      0.2580038  0.2336274   1.104 0.276773    
## SanBernadino.l5  -0.2997825  0.1834464  -1.634 0.110939    
## SantaClara.l5    -0.0720392  0.0618658  -1.164 0.251903    
## Alameda.l5        0.2225701  0.0941122   2.365 0.023543 *  
## Sacramento.l5     0.1274346  0.2734078   0.466 0.643954    
## Fresno.l5        -0.1374086  0.3599422  -0.382 0.704890    
## Kern.l5          -0.4541302  0.3155981  -1.439 0.158803    
## SanFrancisco.l5  -0.0072852  0.0550737  -0.132 0.895499    
## Ventura.l5        0.0790299  0.1446436   0.546 0.588178    
## SanJoaquin.l5     0.2552107  0.2498608   1.021 0.313875    
## SanMateo.l5       0.0823344  0.0715071   1.151 0.257151    
## Stanislaus.l5    -0.0785158  0.2211737  -0.355 0.724664    
## Sonoma.l5        -0.2304434  0.1295082  -1.779 0.083623 .  
## Tulare.l5        -0.5850543  0.4926337  -1.188 0.242766    
## Solano.l5        -0.5209481  0.2097475  -2.484 0.017794 *  
## SantaBarbara.l5   0.3929693  0.1381658   2.844 0.007297 ** 
## Monterey.l5      -0.1357716  0.1050440  -1.293 0.204411    
## Placer.l5        -0.2951371  0.1853989  -1.592 0.120150    
## SanLuisObispo.l5 -0.0020320  0.1639043  -0.012 0.990177    
## SantaCruz.l5     -0.0036943  0.0573234  -0.064 0.948971    
## Marin.l5         -0.1349269  0.0547442  -2.465 0.018619 *  
## Butte.l5          0.6883692  0.3192178   2.156 0.037806 *  
## Yolo.l5           0.4243082  0.2759388   1.538 0.132869    
## ElDorado.l5      -0.1090124  0.1867229  -0.584 0.562982    
## Shasta.l5         0.3057683  0.2815211   1.086 0.284641    
## Madera.l5         0.0579431  0.3827396   0.151 0.880513    
## Kings.l5         -0.1962131  0.2618469  -0.749 0.458519    
## Napa.l5           0.1086293  0.1090949   0.996 0.326027    
## Humboldt.l5      -0.1668535  0.1111789  -1.501 0.142137    
## Sutter.l5        -0.6096829  0.3193993  -1.909 0.064280 .  
## Mendocino.l5     -0.0121904  0.0961181  -0.127 0.899783    
## SanBenito.l5      0.2626234  0.1957562   1.342 0.188133    
## LosAngeles.l6    -0.0051841  0.0971926  -0.053 0.957757    
## SanDiego.l6       0.4468071  0.1428885   3.127 0.003487 ** 
## Orange.l6         0.1977682  0.0980968   2.016 0.051304 .  
## Riverside.l6     -0.2231449  0.2964195  -0.753 0.456464    
## SanBernadino.l6   0.1213182  0.2012594   0.603 0.550424    
## SantaClara.l6     0.0866447  0.0410903   2.109 0.041999 *  
## Alameda.l6       -0.3256895  0.0831082  -3.919 0.000382 ***
## Sacramento.l6     0.1542372  0.2557203   0.603 0.550191    
## Fresno.l6         0.5761005  0.2716945   2.120 0.040931 *  
## Kern.l6          -0.3271847  0.2668119  -1.226 0.228056    
## SanFrancisco.l6   0.0843098  0.0601047   1.403 0.169267    
## Ventura.l6       -0.0726866  0.2248697  -0.323 0.748385    
## SanJoaquin.l6     0.0657290  0.2063893   0.318 0.751968    
## SanMateo.l6      -0.1414297  0.0613616  -2.305 0.027050 *  
## Stanislaus.l6    -0.8392537  0.2957019  -2.838 0.007410 ** 
## Sonoma.l6        -0.1732892  0.1370390  -1.265 0.214167    
## Tulare.l6        -0.2383209  0.4061738  -0.587 0.561036    
## Solano.l6         0.3180299  0.1515664   2.098 0.042960 *  
## SantaBarbara.l6  -0.2158893  0.1589418  -1.358 0.182823    
## Monterey.l6       0.2150387  0.0926523   2.321 0.026069 *  
## Placer.l6         0.0926833  0.2274108   0.408 0.686011    
## SanLuisObispo.l6  0.4022030  0.1365157   2.946 0.005611 ** 
## SantaCruz.l6     -0.0140776  0.0533611  -0.264 0.793425    
## Marin.l6          0.0130804  0.0542980   0.241 0.811000    
## Butte.l6         -0.0800524  0.2275206  -0.352 0.727005    
## Yolo.l6           0.0582682  0.2189683   0.266 0.791678    
## ElDorado.l6      -0.3115434  0.1545609  -2.016 0.051346 .  
## Shasta.l6        -0.0105156  0.2631693  -0.040 0.968348    
## Madera.l6         0.4436054  0.3521745   1.260 0.215913    
## Kings.l6          0.3767746  0.2186411   1.723 0.093423 .  
## Napa.l6          -0.0481070  0.1315613  -0.366 0.716757    
## Humboldt.l6      -0.2517511  0.1223131  -2.058 0.046860 *  
## Sutter.l6        -0.4873470  0.3095889  -1.574 0.124196    
## Mendocino.l6      0.1704194  0.0703856   2.421 0.020636 *  
## SanBenito.l6      0.0139676  0.1024431   0.136 0.892308    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 158.4 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 3.889e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Yolo: 
## ===================================== 
## Yolo = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.362594   0.118574   3.058 0.004188 ** 
## SanDiego.l1       0.539663   0.248759   2.169 0.036732 *  
## Orange.l1        -0.270945   0.164012  -1.652 0.107235    
## Riverside.l1     -0.565914   0.410774  -1.378 0.176808    
## SanBernadino.l1  -0.433804   0.219850  -1.973 0.056191 .  
## SantaClara.l1    -0.046703   0.051347  -0.910 0.369110    
## Alameda.l1        0.274677   0.172721   1.590 0.120513    
## Sacramento.l1     0.424206   0.475218   0.893 0.377970    
## Fresno.l1        -0.318563   0.314152  -1.014 0.317331    
## Kern.l1          -0.563301   0.260933  -2.159 0.037608 *  
## SanFrancisco.l1  -0.113241   0.056111  -2.018 0.051074 .  
## Ventura.l1        0.026689   0.157368   0.170 0.866275    
## SanJoaquin.l1     0.292384   0.206305   1.417 0.165010    
## SanMateo.l1      -0.168836   0.079823  -2.115 0.041407 *  
## Stanislaus.l1     0.387008   0.275766   1.403 0.169067    
## Sonoma.l1         0.042185   0.143081   0.295 0.769813    
## Tulare.l1         1.475462   0.482788   3.056 0.004208 ** 
## Solano.l1        -0.582511   0.233705  -2.493 0.017424 *  
## SantaBarbara.l1   0.100126   0.127684   0.784 0.438068    
## Monterey.l1      -0.273641   0.174066  -1.572 0.124688    
## Placer.l1        -0.447818   0.385686  -1.161 0.253245    
## SanLuisObispo.l1 -0.208494   0.170588  -1.222 0.229572    
## SantaCruz.l1      0.182698   0.092565   1.974 0.056126 .  
## Marin.l1         -0.020111   0.084762  -0.237 0.813797    
## Butte.l1          0.085173   0.283307   0.301 0.765421    
## Yolo.l1           0.912561   0.204211   4.469 7.52e-05 ***
## ElDorado.l1      -0.490524   0.211146  -2.323 0.025936 *  
## Shasta.l1        -0.093701   0.335828  -0.279 0.781830    
## Madera.l1         0.985176   0.490092   2.010 0.051950 .  
## Kings.l1         -0.235651   0.196284  -1.201 0.237761    
## Napa.l1           0.219023   0.126369   1.733 0.091620 .  
## Humboldt.l1      -0.285110   0.127560  -2.235 0.031707 *  
## Sutter.l1        -1.224139   0.301878  -4.055 0.000257 ***
## Mendocino.l1      0.103805   0.072650   1.429 0.161675    
## SanBenito.l1      0.653095   0.192857   3.386 0.001725 ** 
## LosAngeles.l2     0.021551   0.116401   0.185 0.854155    
## SanDiego.l2       0.713422   0.249709   2.857 0.007062 ** 
## Orange.l2         0.111952   0.172070   0.651 0.519424    
## Riverside.l2      0.043085   0.385974   0.112 0.911740    
## SanBernadino.l2   0.016545   0.203109   0.081 0.935529    
## SantaClara.l2    -0.082775   0.082809  -1.000 0.324181    
## Alameda.l2        0.403228   0.173369   2.326 0.025776 *  
## Sacramento.l2    -0.501793   0.436417  -1.150 0.257806    
## Fresno.l2         1.236529   0.569721   2.170 0.036651 *  
## Kern.l2          -0.130794   0.391939  -0.334 0.740534    
## SanFrancisco.l2   0.082414   0.090353   0.912 0.367768    
## Ventura.l2       -0.820925   0.260001  -3.157 0.003215 ** 
## SanJoaquin.l2    -0.636495   0.298748  -2.131 0.040029 *  
## SanMateo.l2      -0.201237   0.102221  -1.969 0.056731 .  
## Stanislaus.l2     0.742618   0.301712   2.461 0.018767 *  
## Sonoma.l2         0.081178   0.165000   0.492 0.625716    
## Tulare.l2        -1.305646   0.588449  -2.219 0.032893 *  
## Solano.l2        -0.364852   0.259147  -1.408 0.167740    
## SantaBarbara.l2   0.020195   0.149833   0.135 0.893533    
## Monterey.l2       0.099929   0.172117   0.581 0.565135    
## Placer.l2         0.690074   0.393579   1.753 0.088057 .  
## SanLuisObispo.l2  0.062831   0.180752   0.348 0.730156    
## SantaCruz.l2     -0.097230   0.118027  -0.824 0.415477    
## Marin.l2         -0.089340   0.109064  -0.819 0.418090    
## Butte.l2          0.050490   0.314793   0.160 0.873470    
## Yolo.l2           0.131981   0.247252   0.534 0.596766    
## ElDorado.l2       0.071465   0.204287   0.350 0.728507    
## Shasta.l2        -0.429272   0.395679  -1.085 0.285178    
## Madera.l2         0.095528   0.497863   0.192 0.848917    
## Kings.l2         -0.036541   0.331711  -0.110 0.912896    
## Napa.l2          -0.120465   0.138606  -0.869 0.390543    
## Humboldt.l2       0.025379   0.175588   0.145 0.885882    
## Sutter.l2        -0.159609   0.484565  -0.329 0.743772    
## Mendocino.l2      0.093691   0.093683   1.000 0.323943    
## SanBenito.l2      0.007474   0.190509   0.039 0.968923    
## LosAngeles.l3     0.126892   0.149625   0.848 0.402005    
## SanDiego.l3      -0.437464   0.236315  -1.851 0.072360 .  
## Orange.l3         0.477909   0.151188   3.161 0.003184 ** 
## Riverside.l3     -0.566499   0.274276  -2.065 0.046139 *  
## SanBernadino.l3  -0.283909   0.222359  -1.277 0.209845    
## SantaClara.l3    -0.027660   0.072119  -0.384 0.703582    
## Alameda.l3        0.092451   0.172746   0.535 0.595811    
## Sacramento.l3    -0.049058   0.364735  -0.135 0.893753    
## Fresno.l3         0.412605   0.495292   0.833 0.410307    
## Kern.l3          -0.632321   0.389427  -1.624 0.113161    
## SanFrancisco.l3   0.087093   0.088329   0.986 0.330709    
## Ventura.l3       -0.326787   0.246032  -1.328 0.192462    
## SanJoaquin.l3     0.342087   0.318062   1.076 0.289291    
## SanMateo.l3      -0.081058   0.076780  -1.056 0.298128    
## Stanislaus.l3    -0.140723   0.359352  -0.392 0.697662    
## Sonoma.l3        -0.011789   0.173563  -0.068 0.946222    
## Tulare.l3         0.162733   0.472616   0.344 0.732606    
## Solano.l3        -0.334041   0.365047  -0.915 0.366247    
## SantaBarbara.l3  -0.361511   0.147196  -2.456 0.019008 *  
## Monterey.l3       0.485758   0.198187   2.451 0.019234 *  
## Placer.l3        -0.295184   0.223529  -1.321 0.194982    
## SanLuisObispo.l3  0.059430   0.229065   0.259 0.796769    
## SantaCruz.l3     -0.131991   0.097037  -1.360 0.182221    
## Marin.l3          0.149836   0.119623   1.253 0.218441    
## Butte.l3         -0.734102   0.261101  -2.812 0.007930 ** 
## Yolo.l3          -0.402473   0.251038  -1.603 0.117622    
## ElDorado.l3       0.370670   0.202618   1.829 0.075631 .  
## Shasta.l3         0.646024   0.330187   1.957 0.058193 .  
## Madera.l3         0.427034   0.454421   0.940 0.353618    
## Kings.l3         -0.314574   0.331857  -0.948 0.349490    
## Napa.l3          -0.023850   0.153840  -0.155 0.877664    
## Humboldt.l3       0.305174   0.172169   1.773 0.084770 .  
## Sutter.l3         0.030974   0.556449   0.056 0.955918    
## Mendocino.l3     -0.052418   0.084538  -0.620 0.539130    
## SanBenito.l3     -0.101039   0.229328  -0.441 0.662146    
## LosAngeles.l4    -0.149410   0.133093  -1.123 0.269040    
## SanDiego.l4      -0.578513   0.253338  -2.284 0.028402 *  
## Orange.l4        -0.039338   0.131475  -0.299 0.766506    
## Riverside.l4      0.321553   0.398548   0.807 0.425074    
## SanBernadino.l4  -0.502659   0.244856  -2.053 0.047407 *  
## SantaClara.l4     0.020312   0.078940   0.257 0.798406    
## Alameda.l4        0.000319   0.141602   0.002 0.998215    
## Sacramento.l4     0.157816   0.299762   0.526 0.601790    
## Fresno.l4        -0.664388   0.352492  -1.885 0.067546 .  
## Kern.l4          -0.094489   0.332604  -0.284 0.777970    
## SanFrancisco.l4  -0.052385   0.078064  -0.671 0.506471    
## Ventura.l4        0.132596   0.246386   0.538 0.593777    
## SanJoaquin.l4    -0.298266   0.325391  -0.917 0.365432    
## SanMateo.l4      -0.016924   0.070434  -0.240 0.811470    
## Stanislaus.l4     0.744811   0.282471   2.637 0.012277 *  
## Sonoma.l4         0.068449   0.147178   0.465 0.644676    
## Tulare.l4        -0.188896   0.480235  -0.393 0.696387    
## Solano.l4         0.758407   0.283037   2.680 0.011046 *  
## SantaBarbara.l4   0.554683   0.195625   2.835 0.007462 ** 
## Monterey.l4       0.070059   0.158900   0.441 0.661921    
## Placer.l4        -0.065195   0.271520  -0.240 0.811607    
## SanLuisObispo.l4 -0.181839   0.231929  -0.784 0.438151    
## SantaCruz.l4      0.176136   0.086734   2.031 0.049717 *  
## Marin.l4         -0.060975   0.088802  -0.687 0.496706    
## Butte.l4         -0.022199   0.264374  -0.084 0.933548    
## Yolo.l4           0.494792   0.359987   1.374 0.177791    
## ElDorado.l4      -0.020965   0.186985  -0.112 0.911349    
## Shasta.l4         0.554504   0.360871   1.537 0.133142    
## Madera.l4        -0.028272   0.502835  -0.056 0.955474    
## Kings.l4         -0.425625   0.360316  -1.181 0.245247    
## Napa.l4          -0.186025   0.143980  -1.292 0.204584    
## Humboldt.l4       0.462108   0.140662   3.285 0.002276 ** 
## Sutter.l4         0.154917   0.578421   0.268 0.790361    
## Mendocino.l4      0.138988   0.107597   1.292 0.204677    
## SanBenito.l4     -0.398306   0.242809  -1.640 0.109630    
## LosAngeles.l5     0.063170   0.120523   0.524 0.603398    
## SanDiego.l5       0.567335   0.225189   2.519 0.016336 *  
## Orange.l5         0.170716   0.134591   1.268 0.212794    
## Riverside.l5      0.773303   0.298449   2.591 0.013732 *  
## SanBernadino.l5  -0.398813   0.234345  -1.702 0.097412 .  
## SantaClara.l5     0.087012   0.079031   1.101 0.278211    
## Alameda.l5       -0.120321   0.120224  -1.001 0.323601    
## Sacramento.l5     0.035967   0.349267   0.103 0.918552    
## Fresno.l5        -1.308565   0.459811  -2.846 0.007266 ** 
## Kern.l5          -0.029897   0.403163  -0.074 0.941296    
## SanFrancisco.l5   0.028541   0.070354   0.406 0.687382    
## Ventura.l5       -0.170560   0.184776  -0.923 0.362121    
## SanJoaquin.l5     0.311038   0.319187   0.974 0.336326    
## SanMateo.l5       0.009679   0.091347   0.106 0.916205    
## Stanislaus.l5    -0.265435   0.282540  -0.939 0.353756    
## Sonoma.l5        -0.042035   0.165441  -0.254 0.800882    
## Tulare.l5         0.480493   0.629319   0.764 0.450132    
## Solano.l5        -0.482090   0.267944  -1.799 0.080371 .  
## SantaBarbara.l5  -0.149483   0.176501  -0.847 0.402631    
## Monterey.l5       0.104926   0.134189   0.782 0.439373    
## Placer.l5         0.406840   0.236839   1.718 0.094426 .  
## SanLuisObispo.l5  0.320345   0.209381   1.530 0.134766    
## SantaCruz.l5     -0.255837   0.073228  -3.494 0.001281 ** 
## Marin.l5         -0.038931   0.069933  -0.557 0.581185    
## Butte.l5          0.465824   0.407787   1.142 0.260862    
## Yolo.l5          -0.316856   0.352500  -0.899 0.374689    
## ElDorado.l5      -0.489357   0.238531  -2.052 0.047543 *  
## Shasta.l5         0.222672   0.359631   0.619 0.539705    
## Madera.l5        -0.394559   0.488934  -0.807 0.424979    
## Kings.l5          0.041088   0.334498   0.123 0.902922    
## Napa.l5           0.136013   0.139364   0.976 0.335600    
## Humboldt.l5      -0.171766   0.142026  -1.209 0.234392    
## Sutter.l5         0.144651   0.408019   0.355 0.725018    
## Mendocino.l5      0.031896   0.122787   0.260 0.796524    
## SanBenito.l5      0.174601   0.250070   0.698 0.489532    
## LosAngeles.l6    -0.067366   0.124159  -0.543 0.590763    
## SanDiego.l6      -0.141413   0.182534  -0.775 0.443562    
## Orange.l6         0.285626   0.125314   2.279 0.028681 *  
## Riverside.l6     -0.034680   0.378663  -0.092 0.927536    
## SanBernadino.l6   0.547357   0.257100   2.129 0.040168 *  
## SantaClara.l6    -0.050866   0.052491  -0.969 0.338994    
## Alameda.l6       -0.018836   0.106167  -0.177 0.860175    
## Sacramento.l6    -0.040138   0.326672  -0.123 0.902894    
## Fresno.l6         0.797478   0.347078   2.298 0.027499 *  
## Kern.l6          -0.239768   0.340841  -0.703 0.486294    
## SanFrancisco.l6   0.143785   0.076781   1.873 0.069254 .  
## Ventura.l6       -0.650387   0.287262  -2.264 0.029691 *  
## SanJoaquin.l6    -0.113665   0.263654  -0.431 0.668956    
## SanMateo.l6      -0.095664   0.078387  -1.220 0.230244    
## Stanislaus.l6     0.033526   0.377747   0.089 0.929770    
## Sonoma.l6         0.436296   0.175062   2.492 0.017434 *  
## Tulare.l6         1.287766   0.518870   2.482 0.017872 *  
## Solano.l6        -0.061419   0.193620  -0.317 0.752914    
## SantaBarbara.l6  -0.202161   0.203041  -0.996 0.326059    
## Monterey.l6      -0.111922   0.118359  -0.946 0.350652    
## Placer.l6        -0.085480   0.290508  -0.294 0.770262    
## SanLuisObispo.l6 -0.370967   0.174393  -2.127 0.040325 *  
## SantaCruz.l6      0.160357   0.068167   2.352 0.024238 *  
## Marin.l6          0.012182   0.069363   0.176 0.861575    
## Butte.l6         -0.566242   0.290648  -1.948 0.059219 .  
## Yolo.l6           0.288090   0.279723   1.030 0.309921    
## ElDorado.l6       0.078333   0.197445   0.397 0.693906    
## Shasta.l6        -0.205279   0.336188  -0.611 0.545294    
## Madera.l6        -0.285831   0.449888  -0.635 0.529226    
## Kings.l6          0.026726   0.279305   0.096 0.924301    
## Napa.l6           0.039505   0.168064   0.235 0.815496    
## Humboldt.l6      -0.198059   0.156250  -1.268 0.213087    
## Sutter.l6        -0.238178   0.395487  -0.602 0.550789    
## Mendocino.l6      0.255164   0.089915   2.838 0.007416 ** 
## SanBenito.l6     -0.054697   0.130867  -0.418 0.678458    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 202.4 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 5.233e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation ElDorado: 
## ========================================= 
## ElDorado = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.323349   0.119709   2.701 0.010469 *  
## SanDiego.l1      -0.090394   0.251141  -0.360 0.721000    
## Orange.l1        -0.126293   0.165582  -0.763 0.450599    
## Riverside.l1      0.423878   0.414707   1.022 0.313546    
## SanBernadino.l1  -0.917391   0.221955  -4.133 0.000204 ***
## SantaClara.l1    -0.086747   0.051839  -1.673 0.102918    
## Alameda.l1       -0.056464   0.174374  -0.324 0.747958    
## Sacramento.l1     1.044464   0.479767   2.177 0.036116 *  
## Fresno.l1        -0.715312   0.317159  -2.255 0.030285 *  
## Kern.l1           0.262511   0.263431   0.997 0.325655    
## SanFrancisco.l1  -0.170355   0.056648  -3.007 0.004786 ** 
## Ventura.l1        0.253303   0.158874   1.594 0.119598    
## SanJoaquin.l1     0.492770   0.208280   2.366 0.023490 *  
## SanMateo.l1       0.110703   0.080587   1.374 0.178027    
## Stanislaus.l1     0.287177   0.278406   1.032 0.309185    
## Sonoma.l1        -0.188488   0.144451  -1.305 0.200221    
## Tulare.l1         1.619979   0.487409   3.324 0.002050 ** 
## Solano.l1        -0.313526   0.235942  -1.329 0.192268    
## SantaBarbara.l1   0.259186   0.128906   2.011 0.051898 .  
## Monterey.l1      -0.254666   0.175733  -1.449 0.155946    
## Placer.l1        -0.914471   0.389378  -2.349 0.024457 *  
## SanLuisObispo.l1  0.040218   0.172221   0.234 0.816677    
## SantaCruz.l1      0.218554   0.093451   2.339 0.025022 *  
## Marin.l1          0.108206   0.085573   1.264 0.214183    
## Butte.l1          0.509847   0.286019   1.783 0.083093 .  
## Yolo.l1          -0.197572   0.206166  -0.958 0.344296    
## ElDorado.l1       0.072042   0.213168   0.338 0.737358    
## Shasta.l1         0.211846   0.339042   0.625 0.536019    
## Madera.l1         0.964717   0.494784   1.950 0.059025 .  
## Kings.l1         -0.409317   0.198163  -2.066 0.046126 *  
## Napa.l1          -0.048435   0.127579  -0.380 0.706440    
## Humboldt.l1      -0.504449   0.128781  -3.917 0.000384 ***
## Sutter.l1        -1.037608   0.304768  -3.405 0.001641 ** 
## Mendocino.l1     -0.079445   0.073346  -1.083 0.285944    
## SanBenito.l1      0.846149   0.194703   4.346 0.000109 ***
## LosAngeles.l2    -0.161510   0.117515  -1.374 0.177820    
## SanDiego.l2       0.699714   0.252100   2.776 0.008687 ** 
## Orange.l2         0.023380   0.173718   0.135 0.893687    
## Riverside.l2      0.640635   0.389669   1.644 0.108872    
## SanBernadino.l2   0.211010   0.205054   1.029 0.310322    
## SantaClara.l2    -0.066108   0.083602  -0.791 0.434269    
## Alameda.l2        0.115207   0.175029   0.658 0.514588    
## Sacramento.l2    -0.880147   0.440595  -1.998 0.053356 .  
## Fresno.l2         0.461248   0.575175   0.802 0.427858    
## Kern.l2           0.629608   0.395691   1.591 0.120318    
## SanFrancisco.l2  -0.006594   0.091218  -0.072 0.942773    
## Ventura.l2       -0.430887   0.262490  -1.642 0.109395    
## SanJoaquin.l2    -1.329286   0.301608  -4.407 9.04e-05 ***
## SanMateo.l2       0.094883   0.103200   0.919 0.363999    
## Stanislaus.l2    -0.036383   0.304601  -0.119 0.905586    
## Sonoma.l2         0.168473   0.166580   1.011 0.318592    
## Tulare.l2        -1.507437   0.594082  -2.537 0.015641 *  
## Solano.l2        -0.167896   0.261628  -0.642 0.525110    
## SantaBarbara.l2  -0.116166   0.151268  -0.768 0.447524    
## Monterey.l2       0.074555   0.173765   0.429 0.670440    
## Placer.l2         0.983821   0.397347   2.476 0.018125 *  
## SanLuisObispo.l2  0.024677   0.182482   0.135 0.893182    
## SantaCruz.l2     -0.301901   0.119156  -2.534 0.015784 *  
## Marin.l2         -0.117854   0.110108  -1.070 0.291589    
## Butte.l2          0.025099   0.317807   0.079 0.937490    
## Yolo.l2           0.907833   0.249619   3.637 0.000857 ***
## ElDorado.l2      -0.133812   0.206242  -0.649 0.520580    
## Shasta.l2        -0.792022   0.399467  -1.983 0.055072 .  
## Madera.l2         0.376870   0.502629   0.750 0.458249    
## Kings.l2          0.110672   0.334887   0.330 0.742956    
## Napa.l2          -0.134648   0.139933  -0.962 0.342353    
## Humboldt.l2      -0.016761   0.177269  -0.095 0.925195    
## Sutter.l2         1.214175   0.489203   2.482 0.017869 *  
## Mendocino.l2      0.249308   0.094579   2.636 0.012301 *  
## SanBenito.l2     -0.510162   0.192333  -2.653 0.011810 *  
## LosAngeles.l3     0.142260   0.151057   0.942 0.352592    
## SanDiego.l3      -0.873208   0.238577  -3.660 0.000802 ***
## Orange.l3         0.392425   0.152635   2.571 0.014420 *  
## Riverside.l3     -0.773638   0.276902  -2.794 0.008293 ** 
## SanBernadino.l3   0.115673   0.224487   0.515 0.609509    
## SantaClara.l3     0.125017   0.072809   1.717 0.094562 .  
## Alameda.l3        0.558996   0.174400   3.205 0.002827 ** 
## Sacramento.l3     0.424917   0.368226   1.154 0.256122    
## Fresno.l3         0.049328   0.500033   0.099 0.921963    
## Kern.l3          -0.965792   0.393155  -2.457 0.018984 *  
## SanFrancisco.l3  -0.039920   0.089175  -0.448 0.657076    
## Ventura.l3       -0.386565   0.248387  -1.556 0.128385    
## SanJoaquin.l3     0.260213   0.321106   0.810 0.423056    
## SanMateo.l3      -0.245522   0.077514  -3.167 0.003129 ** 
## Stanislaus.l3    -0.434254   0.362792  -1.197 0.239139    
## Sonoma.l3         0.263707   0.175225   1.505 0.141057    
## Tulare.l3         0.489297   0.477140   1.025 0.311979    
## Solano.l3        -1.456024   0.368541  -3.951 0.000348 ***
## SantaBarbara.l3  -0.131974   0.148605  -0.888 0.380389    
## Monterey.l3       0.592300   0.200085   2.960 0.005410 ** 
## Placer.l3        -0.087613   0.225669  -0.388 0.700126    
## SanLuisObispo.l3 -0.022915   0.231258  -0.099 0.921619    
## SantaCruz.l3     -0.115640   0.097966  -1.180 0.245579    
## Marin.l3          0.295615   0.120768   2.448 0.019381 *  
## Butte.l3         -0.530759   0.263601  -2.013 0.051585 .  
## Yolo.l3           0.174258   0.253442   0.688 0.496133    
## ElDorado.l3      -0.040398   0.204557  -0.197 0.844555    
## Shasta.l3         0.360449   0.333348   1.081 0.286754    
## Madera.l3        -1.435476   0.458771  -3.129 0.003469 ** 
## Kings.l3          0.276041   0.335034   0.824 0.415410    
## Napa.l3          -0.034040   0.155313  -0.219 0.827755    
## Humboldt.l3       0.183971   0.173817   1.058 0.296915    
## Sutter.l3        -0.911489   0.561776  -1.623 0.113420    
## Mendocino.l3     -0.018652   0.085347  -0.219 0.828239    
## SanBenito.l3      0.461409   0.231523   1.993 0.053892 .  
## LosAngeles.l4    -0.022470   0.134367  -0.167 0.868123    
## SanDiego.l4      -1.079055   0.255763  -4.219 0.000158 ***
## Orange.l4        -0.146292   0.132734  -1.102 0.277712    
## Riverside.l4     -0.259426   0.402363  -0.645 0.523172    
## SanBernadino.l4  -0.403652   0.247200  -1.633 0.111209    
## SantaClara.l4    -0.093829   0.079696  -1.177 0.246785    
## Alameda.l4        0.084534   0.142958   0.591 0.557998    
## Sacramento.l4     0.042670   0.302631   0.141 0.888659    
## Fresno.l4        -0.975743   0.355867  -2.742 0.009455 ** 
## Kern.l4           0.468139   0.335788   1.394 0.171818    
## SanFrancisco.l4  -0.038969   0.078811  -0.494 0.623989    
## Ventura.l4        0.641712   0.248745   2.580 0.014114 *  
## SanJoaquin.l4     0.313390   0.328506   0.954 0.346454    
## SanMateo.l4      -0.168400   0.071108  -2.368 0.023364 *  
## Stanislaus.l4     1.171930   0.285175   4.110 0.000219 ***
## Sonoma.l4         0.026341   0.148587   0.177 0.860283    
## Tulare.l4        -0.803043   0.484832  -1.656 0.106347    
## Solano.l4         0.635147   0.285746   2.223 0.032600 *  
## SantaBarbara.l4  -0.196796   0.197498  -0.996 0.325684    
## Monterey.l4       0.588114   0.160421   3.666 0.000789 ***
## Placer.l4        -0.103683   0.274119  -0.378 0.707473    
## SanLuisObispo.l4 -0.337477   0.234149  -1.441 0.158145    
## SantaCruz.l4      0.079536   0.087565   0.908 0.369753    
## Marin.l4          0.076496   0.089652   0.853 0.399161    
## Butte.l4          0.703999   0.266905   2.638 0.012251 *  
## Yolo.l4           0.819815   0.363433   2.256 0.030258 *  
## ElDorado.l4      -0.111204   0.188775  -0.589 0.559485    
## Shasta.l4         0.760610   0.364326   2.088 0.043961 *  
## Madera.l4         0.882123   0.507649   1.738 0.090819 .  
## Kings.l4         -0.346355   0.363766  -0.952 0.347376    
## Napa.l4          -0.007168   0.145358  -0.049 0.960940    
## Humboldt.l4      -0.157026   0.142009  -1.106 0.276170    
## Sutter.l4         0.247640   0.583959   0.424 0.674037    
## Mendocino.l4      0.139786   0.108627   1.287 0.206362    
## SanBenito.l4     -0.413553   0.245133  -1.687 0.100241    
## LosAngeles.l5    -0.154800   0.121677  -1.272 0.211453    
## SanDiego.l5       0.443531   0.227345   1.951 0.058884 .  
## Orange.l5         0.294229   0.135879   2.165 0.037063 *  
## Riverside.l5      1.509164   0.301306   5.009 1.46e-05 ***
## SanBernadino.l5  -0.069128   0.236588  -0.292 0.771820    
## SantaClara.l5     0.135287   0.079787   1.696 0.098597 .  
## Alameda.l5       -0.389608   0.121375  -3.210 0.002791 ** 
## Sacramento.l5    -0.308252   0.352610  -0.874 0.387804    
## Fresno.l5         0.117268   0.464213   0.253 0.802002    
## Kern.l5          -0.252943   0.407023  -0.621 0.538221    
## SanFrancisco.l5  -0.047495   0.071028  -0.669 0.507962    
## Ventura.l5       -0.754091   0.186545  -4.042 0.000266 ***
## SanJoaquin.l5     0.345337   0.322242   1.072 0.291001    
## SanMateo.l5       0.334159   0.092222   3.623 0.000890 ***
## Stanislaus.l5    -1.038509   0.285245  -3.641 0.000847 ***
## Sonoma.l5        -0.227269   0.167025  -1.361 0.182070    
## Tulare.l5        -0.017376   0.635343  -0.027 0.978332    
## Solano.l5         0.178410   0.270509   0.660 0.513749    
## SantaBarbara.l5  -0.105718   0.178191  -0.593 0.556698    
## Monterey.l5      -0.163033   0.135474  -1.203 0.236664    
## Placer.l5        -0.389904   0.239106  -1.631 0.111679    
## SanLuisObispo.l5  0.303052   0.211385   1.434 0.160302    
## SantaCruz.l5     -0.119576   0.073929  -1.617 0.114513    
## Marin.l5         -0.098438   0.070603  -1.394 0.171790    
## Butte.l5          0.570884   0.411691   1.387 0.174067    
## Yolo.l5           0.128283   0.355875   0.360 0.720601    
## ElDorado.l5       0.268568   0.240814   1.115 0.272134    
## Shasta.l5        -0.353746   0.363074  -0.974 0.336406    
## Madera.l5        -0.508407   0.493614  -1.030 0.309895    
## Kings.l5         -0.556377   0.337701  -1.648 0.108148    
## Napa.l5          -0.061866   0.140698  -0.440 0.662779    
## Humboldt.l5       0.198942   0.143386   1.387 0.173833    
## Sutter.l5        -0.591292   0.411925  -1.435 0.159795    
## Mendocino.l5     -0.239537   0.123962  -1.932 0.061216 .  
## SanBenito.l5      0.549053   0.252464   2.175 0.036297 *  
## LosAngeles.l6    -0.024977   0.125348  -0.199 0.843181    
## SanDiego.l6       0.301967   0.184281   1.639 0.110005    
## Orange.l6         0.065975   0.126514   0.521 0.605221    
## Riverside.l6     -0.210390   0.382288  -0.550 0.585483    
## SanBernadino.l6   0.683562   0.259562   2.634 0.012375 *  
## SantaClara.l6    -0.090097   0.052994  -1.700 0.097729 .  
## Alameda.l6       -0.035512   0.107184  -0.331 0.742324    
## Sacramento.l6    -0.402101   0.329799  -1.219 0.230685    
## Fresno.l6        -0.120480   0.350401  -0.344 0.732971    
## Kern.l6          -0.400608   0.344104  -1.164 0.251998    
## SanFrancisco.l6   0.111970   0.077516   1.444 0.157254    
## Ventura.l6       -0.257845   0.290012  -0.889 0.379860    
## SanJoaquin.l6    -0.145077   0.266178  -0.545 0.589088    
## SanMateo.l6      -0.293899   0.079137  -3.714 0.000689 ***
## Stanislaus.l6     0.098692   0.381363   0.259 0.797274    
## Sonoma.l6         0.758868   0.176737   4.294 0.000127 ***
## Tulare.l6        -0.163377   0.523837  -0.312 0.756927    
## Solano.l6        -0.150647   0.195473  -0.771 0.445927    
## SantaBarbara.l6   0.161893   0.204985   0.790 0.434827    
## Monterey.l6      -0.044554   0.119492  -0.373 0.711438    
## Placer.l6        -0.111412   0.293289  -0.380 0.706274    
## SanLuisObispo.l6  0.183599   0.176062   1.043 0.303992    
## SantaCruz.l6      0.238041   0.068819   3.459 0.001411 ** 
## Marin.l6          0.080520   0.070027   1.150 0.257791    
## Butte.l6         -0.375038   0.293430  -1.278 0.209389    
## Yolo.l6          -0.400971   0.282400  -1.420 0.164249    
## ElDorado.l6      -0.032667   0.199335  -0.164 0.870742    
## Shasta.l6         0.736878   0.339406   2.171 0.036596 *  
## Madera.l6        -1.055497   0.454195  -2.324 0.025892 *  
## Kings.l6          1.202066   0.281978   4.263 0.000139 ***
## Napa.l6          -0.140416   0.169673  -0.828 0.413366    
## Humboldt.l6      -0.496793   0.157746  -3.149 0.003285 ** 
## Sutter.l6         0.637892   0.399273   1.598 0.118866    
## Mendocino.l6      0.383524   0.090775   4.225 0.000156 ***
## SanBenito.l6     -0.294563   0.132119  -2.230 0.032108 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 204.3 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 6.014e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Shasta: 
## ======================================= 
## Shasta = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.018423   0.047469   0.388 0.700226    
## SanDiego.l1       0.431302   0.099585   4.331 0.000114 ***
## Orange.l1        -0.003343   0.065659  -0.051 0.959674    
## Riverside.l1     -0.012403   0.164444  -0.075 0.940296    
## SanBernadino.l1  -0.136257   0.088012  -1.548 0.130332    
## SantaClara.l1     0.063063   0.020556   3.068 0.004079 ** 
## Alameda.l1       -0.005459   0.069145  -0.079 0.937514    
## Sacramento.l1     0.812748   0.190243   4.272 0.000135 ***
## Fresno.l1        -0.330092   0.125764  -2.625 0.012647 *  
## Kern.l1          -0.373819   0.104459  -3.579 0.001010 ** 
## SanFrancisco.l1  -0.020139   0.022463  -0.897 0.375927    
## Ventura.l1        0.068002   0.062999   1.079 0.287582    
## SanJoaquin.l1    -0.170295   0.082590  -2.062 0.046488 *  
## SanMateo.l1      -0.079441   0.031955  -2.486 0.017696 *  
## Stanislaus.l1     0.347862   0.110397   3.151 0.003270 ** 
## Sonoma.l1        -0.125263   0.057279  -2.187 0.035331 *  
## Tulare.l1         0.876914   0.193273   4.537 6.12e-05 ***
## Solano.l1        -0.262830   0.093559  -2.809 0.007976 ** 
## SantaBarbara.l1   0.156435   0.051115   3.060 0.004161 ** 
## Monterey.l1      -0.004786   0.069684  -0.069 0.945627    
## Placer.l1        -0.850784   0.154401  -5.510 3.14e-06 ***
## SanLuisObispo.l1  0.080894   0.068291   1.185 0.243959    
## SantaCruz.l1     -0.051414   0.037056  -1.387 0.173834    
## Marin.l1          0.125318   0.033933   3.693 0.000730 ***
## Butte.l1          0.143895   0.113416   1.269 0.212677    
## Yolo.l1          -0.288850   0.081751  -3.533 0.001147 ** 
## ElDorado.l1      -0.282592   0.084528  -3.343 0.001943 ** 
## Shasta.l1         0.746098   0.134441   5.550 2.78e-06 ***
## Madera.l1        -0.367609   0.196198  -1.874 0.069111 .  
## Kings.l1          0.011868   0.078578   0.151 0.880790    
## Napa.l1          -0.103846   0.050589  -2.053 0.047422 *  
## Humboldt.l1      -0.117849   0.051066  -2.308 0.026869 *  
## Sutter.l1        -0.155127   0.120850  -1.284 0.207473    
## Mendocino.l1      0.118391   0.029084   4.071 0.000245 ***
## SanBenito.l1      0.168772   0.077206   2.186 0.035400 *  
## LosAngeles.l2     0.051121   0.046598   1.097 0.279906    
## SanDiego.l2      -0.443928   0.099965  -4.441 8.18e-05 ***
## Orange.l2        -0.022980   0.068884  -0.334 0.740615    
## Riverside.l2      0.084876   0.154516   0.549 0.586188    
## SanBernadino.l2  -0.107321   0.081310  -1.320 0.195202    
## SantaClara.l2    -0.100956   0.033151  -3.045 0.004329 ** 
## Alameda.l2        0.156093   0.069405   2.249 0.030723 *  
## Sacramento.l2    -0.012997   0.174710  -0.074 0.941111    
## Fresno.l2         0.712541   0.228075   3.124 0.003513 ** 
## Kern.l2           0.302892   0.156904   1.930 0.061461 .  
## SanFrancisco.l2   0.066196   0.036171   1.830 0.075525 .  
## Ventura.l2       -0.098582   0.104085  -0.947 0.349889    
## SanJoaquin.l2    -0.364849   0.119597  -3.051 0.004269 ** 
## SanMateo.l2       0.015544   0.040922   0.380 0.706300    
## Stanislaus.l2     0.088076   0.120784   0.729 0.470593    
## Sonoma.l2        -0.023765   0.066054  -0.360 0.721116    
## Tulare.l2        -0.628661   0.235572  -2.669 0.011348 *  
## Solano.l2        -0.107269   0.103744  -1.034 0.308043    
## SantaBarbara.l2   0.102472   0.059982   1.708 0.096178 .  
## Monterey.l2       0.122081   0.068903   1.772 0.084896 .  
## Placer.l2         0.605770   0.157561   3.845 0.000473 ***
## SanLuisObispo.l2 -0.022514   0.072360  -0.311 0.757492    
## SantaCruz.l2      0.071393   0.047249   1.511 0.139522    
## Marin.l2         -0.205611   0.043661  -4.709 3.64e-05 ***
## Butte.l2         -0.221026   0.126020  -1.754 0.087960 .  
## Yolo.l2           0.276629   0.098982   2.795 0.008275 ** 
## ElDorado.l2       0.039466   0.081782   0.483 0.632313    
## Shasta.l2         0.027981   0.158401   0.177 0.860775    
## Madera.l2         0.152280   0.199308   0.764 0.449820    
## Kings.l2         -0.401924   0.132793  -3.027 0.004547 ** 
## Napa.l2           0.048544   0.055488   0.875 0.387451    
## Humboldt.l2       0.034367   0.070293   0.489 0.627868    
## Sutter.l2         0.205868   0.193985   1.061 0.295641    
## Mendocino.l2      0.067358   0.037504   1.796 0.080885 .  
## SanBenito.l2      0.180950   0.076266   2.373 0.023126 *  
## LosAngeles.l3     0.067469   0.059899   1.126 0.267456    
## SanDiego.l3      -0.077194   0.094604  -0.816 0.419881    
## Orange.l3         0.165866   0.060525   2.740 0.009488 ** 
## Riverside.l3      0.007280   0.109800   0.066 0.947506    
## SanBernadino.l3  -0.014823   0.089016  -0.167 0.868675    
## SantaClara.l3     0.033268   0.028871   1.152 0.256789    
## Alameda.l3        0.175929   0.069155   2.544 0.015395 *  
## Sacramento.l3     0.040325   0.146013   0.276 0.783995    
## Fresno.l3         0.072051   0.198279   0.363 0.718445    
## Kern.l3          -0.142207   0.155898  -0.912 0.367743    
## SanFrancisco.l3  -0.081615   0.035361  -2.308 0.026851 *  
## Ventura.l3       -0.154988   0.098493  -1.574 0.124331    
## SanJoaquin.l3     0.181293   0.127329   1.424 0.163109    
## SanMateo.l3      -0.105819   0.030737  -3.443 0.001476 ** 
## Stanislaus.l3    -0.379528   0.143859  -2.638 0.012234 *  
## Sonoma.l3         0.187314   0.069482   2.696 0.010607 *  
## Tulare.l3         0.190539   0.189201   1.007 0.320623    
## Solano.l3        -0.742657   0.146138  -5.082 1.17e-05 ***
## SantaBarbara.l3  -0.193240   0.058927  -3.279 0.002313 ** 
## Monterey.l3       0.212401   0.079340   2.677 0.011113 *  
## Placer.l3        -0.045241   0.089485  -0.506 0.616239    
## SanLuisObispo.l3 -0.066951   0.091701  -0.730 0.470055    
## SantaCruz.l3     -0.004866   0.038847  -0.125 0.901018    
## Marin.l3          0.186230   0.047888   3.889 0.000416 ***
## Butte.l3         -0.215178   0.104526  -2.059 0.046825 *  
## Yolo.l3           0.277006   0.100498   2.756 0.009117 ** 
## ElDorado.l3       0.055367   0.081113   0.683 0.499237    
## Shasta.l3        -0.628056   0.132183  -4.751 3.20e-05 ***
## Madera.l3         0.354478   0.181917   1.949 0.059174 .  
## Kings.l3         -0.044618   0.132851  -0.336 0.738937    
## Napa.l3          -0.134964   0.061586  -2.191 0.034972 *  
## Humboldt.l3       0.051908   0.068924   0.753 0.456273    
## Sutter.l3        -0.595720   0.222762  -2.674 0.011192 *  
## Mendocino.l3      0.044102   0.033843   1.303 0.200801    
## SanBenito.l3      0.056300   0.091806   0.613 0.543568    
## LosAngeles.l4    -0.033558   0.053281  -0.630 0.532782    
## SanDiego.l4      -0.364001   0.101418  -3.589 0.000981 ***
## Orange.l4         0.104360   0.052633   1.983 0.055061 .  
## Riverside.l4     -0.037390   0.159550  -0.234 0.816041    
## SanBernadino.l4  -0.117212   0.098023  -1.196 0.239606    
## SantaClara.l4     0.021840   0.031602   0.691 0.493940    
## Alameda.l4       -0.058591   0.056687  -1.034 0.308228    
## Sacramento.l4    -0.209842   0.120003  -1.749 0.088877 .  
## Fresno.l4        -0.071309   0.141112  -0.505 0.616404    
## Kern.l4           0.048264   0.133151   0.362 0.719113    
## SanFrancisco.l4   0.093090   0.031251   2.979 0.005155 ** 
## Ventura.l4        0.176136   0.098635   1.786 0.082569 .  
## SanJoaquin.l4     0.009816   0.130263   0.075 0.940352    
## SanMateo.l4      -0.046041   0.028197  -1.633 0.111219    
## Stanislaus.l4     0.912135   0.113081   8.066 1.38e-09 ***
## Sonoma.l4        -0.165793   0.058919  -2.814 0.007883 ** 
## Tulare.l4        -0.158808   0.192251  -0.826 0.414221    
## Solano.l4         0.322795   0.113307   2.849 0.007211 ** 
## SantaBarbara.l4  -0.068863   0.078314  -0.879 0.385059    
## Monterey.l4       0.198353   0.063612   3.118 0.003570 ** 
## Placer.l4        -0.231992   0.108697  -2.134 0.039699 *  
## SanLuisObispo.l4 -0.178652   0.092847  -1.924 0.062269 .  
## SantaCruz.l4     -0.011925   0.034722  -0.343 0.733264    
## Marin.l4          0.084918   0.035550   2.389 0.022273 *  
## Butte.l4         -0.051224   0.105836  -0.484 0.631324    
## Yolo.l4           0.282346   0.144113   1.959 0.057868 .  
## ElDorado.l4      -0.224803   0.074855  -3.003 0.004837 ** 
## Shasta.l4         0.508560   0.144467   3.520 0.001190 ** 
## Madera.l4        -0.087462   0.201299  -0.434 0.666527    
## Kings.l4         -0.209786   0.144245  -1.454 0.154506    
## Napa.l4           0.109910   0.057639   1.907 0.064542 .  
## Humboldt.l4       0.034750   0.056311   0.617 0.541045    
## Sutter.l4         0.400849   0.231558   1.731 0.091998 .  
## Mendocino.l4      0.153550   0.043074   3.565 0.001050 ** 
## SanBenito.l4     -0.376152   0.097203  -3.870 0.000440 ***
## LosAngeles.l5    -0.140461   0.048249  -2.911 0.006144 ** 
## SanDiego.l5      -0.265500   0.090150  -2.945 0.005627 ** 
## Orange.l5         0.015418   0.053880   0.286 0.776404    
## Riverside.l5      0.867111   0.119477   7.258 1.51e-08 ***
## SanBernadino.l5  -0.200723   0.093815  -2.140 0.039241 *  
## SantaClara.l5     0.012046   0.031638   0.381 0.705641    
## Alameda.l5       -0.078877   0.048129  -1.639 0.109955    
## Sacramento.l5     0.147534   0.139821   1.055 0.298381    
## Fresno.l5         0.034907   0.184075   0.190 0.850661    
## Kern.l5          -0.452083   0.161397  -2.801 0.008144 ** 
## SanFrancisco.l5  -0.020798   0.028165  -0.738 0.465044    
## Ventura.l5       -0.335436   0.073971  -4.535 6.17e-05 ***
## SanJoaquin.l5     0.140226   0.127779   1.097 0.279750    
## SanMateo.l5       0.090510   0.036569   2.475 0.018165 *  
## Stanislaus.l5    -0.082505   0.113109  -0.729 0.470459    
## Sonoma.l5         0.016894   0.066231   0.255 0.800118    
## Tulare.l5        -0.335688   0.251934  -1.332 0.191087    
## Solano.l5        -0.458492   0.107265  -4.274 0.000134 ***
## SantaBarbara.l5   0.149243   0.070658   2.112 0.041675 *  
## Monterey.l5       0.084102   0.053720   1.566 0.126198    
## Placer.l5        -0.036424   0.094813  -0.384 0.703112    
## SanLuisObispo.l5  0.195892   0.083821   2.337 0.025118 *  
## SantaCruz.l5      0.011908   0.029315   0.406 0.686987    
## Marin.l5         -0.066300   0.027996  -2.368 0.023367 *  
## Butte.l5          0.396700   0.163248   2.430 0.020212 *  
## Yolo.l5           0.431064   0.141116   3.055 0.004224 ** 
## ElDorado.l5       0.144520   0.095490   1.513 0.138896    
## Shasta.l5         0.129230   0.143970   0.898 0.375355    
## Madera.l5        -0.680122   0.195734  -3.475 0.001351 ** 
## Kings.l5         -0.137448   0.133909  -1.026 0.311536    
## Napa.l5           0.044357   0.055791   0.795 0.431792    
## Humboldt.l5      -0.176213   0.056857  -3.099 0.003754 ** 
## Sutter.l5        -0.286069   0.163341  -1.751 0.088402 .  
## Mendocino.l5     -0.093858   0.049155  -1.909 0.064201 .  
## SanBenito.l5      0.244266   0.100110   2.440 0.019743 *  
## LosAngeles.l6     0.122671   0.049704   2.468 0.018472 *  
## SanDiego.l6       0.103408   0.073073   1.415 0.165625    
## Orange.l6        -0.109426   0.050167  -2.181 0.035778 *  
## Riverside.l6     -0.323838   0.151589  -2.136 0.039526 *  
## SanBernadino.l6   0.558865   0.102924   5.430 4.02e-06 ***
## SantaClara.l6    -0.022658   0.021014  -1.078 0.288102    
## Alameda.l6       -0.087965   0.042502  -2.070 0.045717 *  
## Sacramento.l6    -0.208317   0.130776  -1.593 0.119919    
## Fresno.l6         0.065419   0.138945   0.471 0.640606    
## Kern.l6          -0.146375   0.136448  -1.073 0.290520    
## SanFrancisco.l6  -0.035882   0.030738  -1.167 0.250737    
## Ventura.l6        0.283221   0.114999   2.463 0.018702 *  
## SanJoaquin.l6    -0.073189   0.105548  -0.693 0.492494    
## SanMateo.l6      -0.020570   0.031380  -0.656 0.516304    
## Stanislaus.l6    -0.562371   0.151222  -3.719 0.000679 ***
## Sonoma.l6         0.143544   0.070082   2.048 0.047883 *  
## Tulare.l6        -0.202524   0.207718  -0.975 0.336069    
## Solano.l6        -0.087159   0.077511  -1.124 0.268257    
## SantaBarbara.l6  -0.089575   0.081283  -1.102 0.277769    
## Monterey.l6       0.049650   0.047383   1.048 0.301692    
## Placer.l6        -0.067073   0.116298  -0.577 0.567711    
## SanLuisObispo.l6  0.140651   0.069814   2.015 0.051459 .  
## SantaCruz.l6      0.035308   0.027289   1.294 0.203950    
## Marin.l6          0.059154   0.027768   2.130 0.040052 *  
## Butte.l6          0.225413   0.116354   1.937 0.060586 .  
## Yolo.l6           0.051237   0.111981   0.458 0.650026    
## ElDorado.l6      -0.120074   0.079043  -1.519 0.137471    
## Shasta.l6        -0.564915   0.134585  -4.197 0.000169 ***
## Madera.l6         0.432539   0.180103   2.402 0.021609 *  
## Kings.l6          0.501846   0.111813   4.488 7.09e-05 ***
## Napa.l6          -0.035162   0.067281  -0.523 0.604443    
## Humboldt.l6      -0.134776   0.062551  -2.155 0.037955 *  
## Sutter.l6         0.276229   0.158324   1.745 0.089569 .  
## Mendocino.l6      0.096180   0.035995   2.672 0.011254 *  
## SanBenito.l6     -0.044925   0.052390  -0.858 0.396830    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 81.01 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 1.173e+07 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Madera: 
## ======================================= 
## Madera = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                    Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.0361654  0.0716679   0.505 0.616897    
## SanDiego.l1      -0.2532361  0.1503536  -1.684 0.100782    
## Orange.l1         0.0210051  0.0991312   0.212 0.833387    
## Riverside.l1      0.4851001  0.2482776   1.954 0.058521 .  
## SanBernadino.l1   0.0559118  0.1328806   0.421 0.676426    
## SantaClara.l1     0.0193805  0.0310350   0.624 0.536256    
## Alameda.l1       -0.1391050  0.1043949  -1.332 0.191073    
## Sacramento.l1     0.6341085  0.2872281   2.208 0.033724 *  
## Fresno.l1         0.0347528  0.1898776   0.183 0.855803    
## Kern.l1           0.2174682  0.1577115   1.379 0.176434    
## SanFrancisco.l1  -0.0453571  0.0339144  -1.337 0.189482    
## Ventura.l1        0.2196175  0.0951152   2.309 0.026796 *  
## SanJoaquin.l1    -0.0567125  0.1246936  -0.455 0.651974    
## SanMateo.l1       0.0720370  0.0482459   1.493 0.144119    
## Stanislaus.l1    -0.1002106  0.1666767  -0.601 0.551456    
## Sonoma.l1        -0.2404216  0.0864801  -2.780 0.008588 ** 
## Tulare.l1        -0.0481859  0.2918034  -0.165 0.869764    
## Solano.l1         0.1382092  0.1412545   0.978 0.334386    
## SantaBarbara.l1   0.0179974  0.0771737   0.233 0.816923    
## Monterey.l1       0.0504842  0.1052081   0.480 0.634236    
## Placer.l1        -0.4963611  0.2331138  -2.129 0.040142 *  
## SanLuisObispo.l1  0.0060884  0.1031056   0.059 0.953239    
## SantaCruz.l1      0.0351869  0.0559477   0.629 0.533369    
## Marin.l1          0.0782045  0.0512313   1.526 0.135625    
## Butte.l1         -0.0859373  0.1712347  -0.502 0.618816    
## Yolo.l1          -0.3095829  0.1234280  -2.508 0.016780 *  
## ElDorado.l1      -0.0150085  0.1276197  -0.118 0.907036    
## Shasta.l1         0.0807891  0.2029787   0.398 0.692968    
## Madera.l1         1.0036210  0.2962185   3.388 0.001717 ** 
## Kings.l1         -0.0227913  0.1186365  -0.192 0.848735    
## Napa.l1          -0.1169774  0.0763793  -1.532 0.134379    
## Humboldt.l1      -0.0909721  0.0770992  -1.180 0.245764    
## Sutter.l1        -0.4380704  0.1824592  -2.401 0.021645 *  
## Mendocino.l1      0.0149844  0.0439109   0.341 0.734902    
## SanBenito.l1      0.3045367  0.1165655   2.613 0.013028 *  
## LosAngeles.l2     0.0848999  0.0703542   1.207 0.235398    
## SanDiego.l2       0.3140869  0.1509275   2.081 0.044604 *  
## Orange.l2        -0.1831857  0.1040016  -1.761 0.086667 .  
## Riverside.l2     -0.4628529  0.2332877  -1.984 0.054916 .  
## SanBernadino.l2  -0.0330188  0.1227621  -0.269 0.789492    
## SantaClara.l2    -0.0953559  0.0500510  -1.905 0.064770 .  
## Alameda.l2        0.1093883  0.1047867   1.044 0.303485    
## Sacramento.l2    -0.7073089  0.2637762  -2.681 0.010993 *  
## Fresno.l2         0.1528329  0.3443473   0.444 0.659819    
## Kern.l2           0.3607280  0.2368933   1.523 0.136559    
## SanFrancisco.l2   0.0126944  0.0546107   0.232 0.817502    
## Ventura.l2       -0.2620567  0.1571480  -1.668 0.104077    
## SanJoaquin.l2    -0.2679867  0.1805672  -1.484 0.146476    
## SanMateo.l2       0.0885707  0.0617839   1.434 0.160328    
## Stanislaus.l2     0.1809894  0.1823592   0.992 0.327584    
## Sonoma.l2         0.0881380  0.0997285   0.884 0.382680    
## Tulare.l2        -0.4572602  0.3556663  -1.286 0.206776    
## Solano.l2         0.0619253  0.1566321   0.395 0.694914    
## SantaBarbara.l2   0.1756383  0.0905612   1.939 0.060315 .  
## Monterey.l2      -0.1136561  0.1040298  -1.093 0.281856    
## Placer.l2         0.8258288  0.2378845   3.472 0.001363 ** 
## SanLuisObispo.l2  0.0560025  0.1092487   0.513 0.611352    
## SantaCruz.l2     -0.0728218  0.0713368  -1.021 0.314153    
## Marin.l2         -0.1460505  0.0659199  -2.216 0.033132 *  
## Butte.l2          0.4299945  0.1902652   2.260 0.029970 *  
## Yolo.l2           0.3737572  0.1494422   2.501 0.017072 *  
## ElDorado.l2      -0.0669395  0.1234736  -0.542 0.591065    
## Shasta.l2        -0.3841928  0.2391538  -1.606 0.116908    
## Madera.l2        -0.2100490  0.3009149  -0.698 0.489640    
## Kings.l2         -0.0101346  0.2004909  -0.051 0.959964    
## Napa.l2          -0.0541938  0.0837757  -0.647 0.521806    
## Humboldt.l2      -0.1539039  0.1061277  -1.450 0.155666    
## Sutter.l2         0.4067513  0.2928774   1.389 0.173423    
## Mendocino.l2      0.0419089  0.0566230   0.740 0.464015    
## SanBenito.l2     -0.0143634  0.1151461  -0.125 0.901423    
## LosAngeles.l3     0.1452325  0.0904354   1.606 0.117028    
## SanDiego.l3      -0.1391439  0.1428321  -0.974 0.336469    
## Orange.l3         0.1706820  0.0913800   1.868 0.069944 .  
## Riverside.l3      0.1511442  0.1657764   0.912 0.367973    
## SanBernadino.l3  -0.0389368  0.1343966  -0.290 0.773696    
## SantaClara.l3    -0.0110677  0.0435895  -0.254 0.801011    
## Alameda.l3        0.0785929  0.1044100   0.753 0.456504    
## Sacramento.l3     0.4732522  0.2204505   2.147 0.038624 *  
## Fresno.l3         0.1505514  0.2993612   0.503 0.618091    
## Kern.l3          -0.1277233  0.2353751  -0.543 0.590723    
## SanFrancisco.l3  -0.0002312  0.0533872  -0.004 0.996568    
## Ventura.l3       -0.0748000  0.1487049  -0.503 0.618021    
## SanJoaquin.l3     0.0511647  0.1922407   0.266 0.791643    
## SanMateo.l3      -0.0135126  0.0464066  -0.291 0.772586    
## Stanislaus.l3    -0.3402116  0.2171973  -1.566 0.126011    
## Sonoma.l3        -0.0304925  0.1049039  -0.291 0.772971    
## Tulare.l3         0.3085232  0.2856554   1.080 0.287301    
## Solano.l3        -0.6484449  0.2206392  -2.939 0.005718 ** 
## SantaBarbara.l3  -0.1176968  0.0889672  -1.323 0.194203    
## Monterey.l3       0.0277044  0.1197872   0.231 0.818407    
## Placer.l3        -0.0841823  0.1351042  -0.623 0.537152    
## SanLuisObispo.l3 -0.1226698  0.1384500  -0.886 0.381486    
## SantaCruz.l3      0.0127016  0.0586506   0.217 0.829771    
## Marin.l3          0.1476489  0.0723019   2.042 0.048518 *  
## Butte.l3         -0.3809948  0.1578132  -2.414 0.020979 *  
## Yolo.l3          -0.0661502  0.1517311  -0.436 0.665462    
## ElDorado.l3      -0.1430383  0.1224648  -1.168 0.250486    
## Shasta.l3         0.2724373  0.1995696   1.365 0.180685    
## Madera.l3        -0.2762580  0.2746580  -1.006 0.321213    
## Kings.l3         -0.0940253  0.2005788  -0.469 0.642060    
## Napa.l3          -0.0287049  0.0929831  -0.309 0.759321    
## Humboldt.l3       0.1442744  0.1040612   1.386 0.174140    
## Sutter.l3        -0.1850256  0.3363255  -0.550 0.585622    
## Mendocino.l3     -0.0455914  0.0510958  -0.892 0.378172    
## SanBenito.l3      0.0172327  0.1386089   0.124 0.901749    
## LosAngeles.l4    -0.1143001  0.0804433  -1.421 0.163957    
## SanDiego.l4      -0.4635841  0.1531209  -3.028 0.004537 ** 
## Orange.l4        -0.0044222  0.0794653  -0.056 0.955929    
## Riverside.l4     -0.3233463  0.2408876  -1.342 0.187899    
## SanBernadino.l4  -0.1352000  0.1479944  -0.914 0.367032    
## SantaClara.l4     0.0282514  0.0477127   0.592 0.557474    
## Alameda.l4        0.0672482  0.0855863   0.786 0.437163    
## Sacramento.l4    -0.0056338  0.1811800  -0.031 0.975365    
## Fresno.l4        -0.1714528  0.2130510  -0.805 0.426247    
## Kern.l4          -0.1678767  0.2010306  -0.835 0.409180    
## SanFrancisco.l4  -0.0063819  0.0471830  -0.135 0.893161    
## Ventura.l4        0.1994587  0.1489190   1.339 0.188843    
## SanJoaquin.l4     0.0873551  0.1966708   0.444 0.659579    
## SanMateo.l4      -0.0424299  0.0425713  -0.997 0.325573    
## Stanislaus.l4     0.7357792  0.1707293   4.310 0.000121 ***
## Sonoma.l4         0.0629588  0.0889563   0.708 0.483658    
## Tulare.l4        -0.6201818  0.2902606  -2.137 0.039495 *  
## Solano.l4         0.2975829  0.1710713   1.740 0.090487 .  
## SantaBarbara.l4  -0.0796103  0.1182385  -0.673 0.505054    
## Monterey.l4       0.1937570  0.0960413   2.017 0.051153 .  
## Placer.l4        -0.4309038  0.1641101  -2.626 0.012616 *  
## SanLuisObispo.l4 -0.0769007  0.1401808  -0.549 0.586678    
## SantaCruz.l4      0.0868486  0.0524235   1.657 0.106277    
## Marin.l4         -0.0373151  0.0536730  -0.695 0.491374    
## Butte.l4          0.4248380  0.1597914   2.659 0.011631 *  
## Yolo.l4           0.3554543  0.2175808   1.634 0.111046    
## ElDorado.l4       0.0214577  0.1130162   0.190 0.850482    
## Shasta.l4         0.0029480  0.2181155   0.014 0.989291    
## Madera.l4         0.6505898  0.3039204   2.141 0.039147 *  
## Kings.l4         -0.2793835  0.2177801  -1.283 0.207736    
## Napa.l4           0.0474962  0.0870234   0.546 0.588579    
## Humboldt.l4      -0.1491398  0.0850182  -1.754 0.087904 .  
## Sutter.l4         0.1360566  0.3496057   0.389 0.699442    
## Mendocino.l4     -0.0042289  0.0650332  -0.065 0.948512    
## SanBenito.l4     -0.0945096  0.1467570  -0.644 0.523666    
## LosAngeles.l5     0.0780814  0.0728460   1.072 0.290912    
## SanDiego.l5       0.2309520  0.1361075   1.697 0.098359 .  
## Orange.l5        -0.1462162  0.0813485  -1.797 0.080664 .  
## Riverside.l5      0.0548860  0.1803867   0.304 0.762675    
## SanBernadino.l5   0.3622335  0.1416413   2.557 0.014903 *  
## SantaClara.l5    -0.0465532  0.0477673  -0.975 0.336272    
## Alameda.l5       -0.0886366  0.0726652  -1.220 0.230474    
## Sacramento.l5     0.1086888  0.2111017   0.515 0.609795    
## Fresno.l5        -0.1386885  0.2779159  -0.499 0.620794    
## Kern.l5          -0.1367130  0.2436773  -0.561 0.578245    
## SanFrancisco.l5  -0.0382820  0.0425231  -0.900 0.373963    
## Ventura.l5       -0.1184881  0.1116812  -1.061 0.295779    
## SanJoaquin.l5     0.1624713  0.1929207   0.842 0.405255    
## SanMateo.l5       0.1420997  0.0552115   2.574 0.014324 *  
## Stanislaus.l5    -0.4583416  0.1707710  -2.684 0.010925 *  
## Sonoma.l5        -0.0166525  0.0999949  -0.167 0.868669    
## Tulare.l5         0.1813496  0.3803687   0.477 0.636405    
## Solano.l5        -0.0196851  0.1619487  -0.122 0.903930    
## SantaBarbara.l5   0.0298840  0.1066796   0.280 0.780983    
## Monterey.l5      -0.1131855  0.0811058  -1.396 0.171405    
## Placer.l5         0.0372102  0.1431488   0.260 0.796390    
## SanLuisObispo.l5  0.1449440  0.1265526   1.145 0.259631    
## SantaCruz.l5     -0.0454258  0.0442601  -1.026 0.311580    
## Marin.l5         -0.0540694  0.0422687  -1.279 0.209017    
## Butte.l5          0.4007173  0.2464721   1.626 0.112713    
## Yolo.l5          -0.1469273  0.2130558  -0.690 0.494855    
## ElDorado.l5       0.0939797  0.1441711   0.652 0.518630    
## Shasta.l5        -0.2005307  0.2173660  -0.923 0.362385    
## Madera.l5        -0.2148156  0.2955181  -0.727 0.471981    
## Kings.l5         -0.0546645  0.2021753  -0.270 0.788411    
## Napa.l5           0.0549703  0.0842336   0.653 0.518164    
## Humboldt.l5       0.0939863  0.0858427   1.095 0.280846    
## Sutter.l5        -0.2894180  0.2466123  -1.174 0.248271    
## Mendocino.l5     -0.0562379  0.0742140  -0.758 0.453514    
## SanBenito.l5      0.1612146  0.1511459   1.067 0.293247    
## LosAngeles.l6     0.0178894  0.0750436   0.238 0.812933    
## SanDiego.l6       0.1216985  0.1103260   1.103 0.277312    
## Orange.l6         0.0910554  0.0757418   1.202 0.237141    
## Riverside.l6      0.1350961  0.2288693   0.590 0.558693    
## SanBernadino.l6  -0.1508322  0.1553949  -0.971 0.338205    
## SantaClara.l6     0.0128807  0.0317263   0.406 0.687151    
## Alameda.l6       -0.0678676  0.0641689  -1.058 0.297266    
## Sacramento.l6    -0.2025813  0.1974449  -1.026 0.311730    
## Fresno.l6         0.4049796  0.2097788   1.931 0.061450 .  
## Kern.l6          -0.0184699  0.2060089  -0.090 0.929058    
## SanFrancisco.l6  -0.0274726  0.0464076  -0.592 0.557561    
## Ventura.l6        0.0235850  0.1736248   0.136 0.892705    
## SanJoaquin.l6    -0.3229407  0.1593558  -2.027 0.050167 .  
## SanMateo.l6      -0.1155121  0.0473780  -2.438 0.019831 *  
## Stanislaus.l6    -0.2134398  0.2283152  -0.935 0.356096    
## Sonoma.l6         0.1958297  0.1058096   1.851 0.072421 .  
## Tulare.l6        -0.1739019  0.3136119  -0.555 0.582657    
## Solano.l6        -0.0080625  0.1170264  -0.069 0.945455    
## SantaBarbara.l6   0.0334709  0.1227210   0.273 0.786611    
## Monterey.l6       0.1995831  0.0715380   2.790 0.008377 ** 
## Placer.l6        -0.1709511  0.1755868  -0.974 0.336752    
## SanLuisObispo.l6  0.1265193  0.1054055   1.200 0.237858    
## SantaCruz.l6      0.0744859  0.0412008   1.808 0.078987 .  
## Marin.l6          0.0587056  0.0419242   1.400 0.169990    
## Butte.l6         -0.5522075  0.1756716  -3.143 0.003337 ** 
## Yolo.l6           0.0969750  0.1690682   0.574 0.569815    
## ElDorado.l6      -0.1497575  0.1193384  -1.255 0.217602    
## Shasta.l6         0.2740426  0.2031964   1.349 0.185870    
## Madera.l6         0.0614551  0.2719184   0.226 0.822475    
## Kings.l6          0.2723501  0.1688155   1.613 0.115412    
## Napa.l6          -0.2012684  0.1015801  -1.981 0.055226 .  
## Humboldt.l6       0.0170441  0.0944395   0.180 0.857791    
## Sutter.l6         0.2452356  0.2390375   1.026 0.311769    
## Mendocino.l6      0.0425648  0.0543457   0.783 0.438619    
## SanBenito.l6      0.0412830  0.0790976   0.522 0.604919    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 122.3 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 4.732e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Kings: 
## ====================================== 
## Kings = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.144955   0.083926   1.727  0.09271 .  
## SanDiego.l1       0.122321   0.176070   0.695  0.49168    
## Orange.l1        -0.274331   0.116086  -2.363  0.02364 *  
## Riverside.l1     -0.115952   0.290743  -0.399  0.69239    
## SanBernadino.l1   0.127391   0.155608   0.819  0.41837    
## SantaClara.l1    -0.013646   0.036343  -0.375  0.70950    
## Alameda.l1        0.321134   0.122250   2.627  0.01258 *  
## Sacramento.l1    -0.245089   0.336355  -0.729  0.47092    
## Fresno.l1         0.133864   0.222354   0.602  0.55093    
## Kern.l1          -0.054776   0.184686  -0.297  0.76849    
## SanFrancisco.l1  -0.049381   0.039715  -1.243  0.22176    
## Ventura.l1        0.120962   0.111384   1.086  0.28470    
## SanJoaquin.l1    -0.254628   0.146021  -1.744  0.08973 .  
## SanMateo.l1      -0.084012   0.056498  -1.487  0.14573    
## Stanislaus.l1     0.176310   0.195185   0.903  0.37237    
## Sonoma.l1         0.089190   0.101272   0.881  0.38432    
## Tulare.l1         0.093655   0.341713   0.274  0.78559    
## Solano.l1        -0.270377   0.165415  -1.635  0.11086    
## SantaBarbara.l1   0.215091   0.090373   2.380  0.02273 *  
## Monterey.l1       0.198601   0.123203   1.612  0.11570    
## Placer.l1         0.094249   0.272985   0.345  0.73191    
## SanLuisObispo.l1 -0.001368   0.120741  -0.011  0.99102    
## SantaCruz.l1     -0.098644   0.065517  -1.506  0.14089    
## Marin.l1         -0.019171   0.059994  -0.320  0.75115    
## Butte.l1         -0.304090   0.200523  -1.516  0.13813    
## Yolo.l1          -0.110822   0.144539  -0.767  0.44824    
## ElDorado.l1       0.040957   0.149448   0.274  0.78561    
## Shasta.l1         0.190014   0.237696   0.799  0.42930    
## Madera.l1        -0.220480   0.346884  -0.636  0.52905    
## Kings.l1          0.707074   0.138928   5.090 1.14e-05 ***
## Napa.l1          -0.073678   0.089443  -0.824  0.41551    
## Humboldt.l1      -0.239216   0.090286  -2.650  0.01190 *  
## Sutter.l1        -0.198097   0.213667  -0.927  0.36003    
## Mendocino.l1      0.185717   0.051421   3.612  0.00092 ***
## SanBenito.l1      0.024599   0.136503   0.180  0.85800    
## LosAngeles.l2    -0.034442   0.082388  -0.418  0.67840    
## SanDiego.l2      -0.060367   0.176742  -0.342  0.73467    
## Orange.l2         0.179465   0.121790   1.474  0.14929    
## Riverside.l2      0.075104   0.273189   0.275  0.78495    
## SanBernadino.l2  -0.060306   0.143759  -0.419  0.67735    
## SantaClara.l2    -0.008020   0.058612  -0.137  0.89193    
## Alameda.l2       -0.132582   0.122709  -1.080  0.28712    
## Sacramento.l2    -0.282286   0.308892  -0.914  0.36687    
## Fresno.l2         0.469341   0.403244   1.164  0.25212    
## Kern.l2           0.095903   0.277411   0.346  0.73158    
## SanFrancisco.l2   0.067148   0.063951   1.050  0.30073    
## Ventura.l2       -0.268803   0.184027  -1.461  0.15278    
## SanJoaquin.l2    -0.064638   0.211451  -0.306  0.76161    
## SanMateo.l2      -0.062874   0.072351  -0.869  0.39060    
## Stanislaus.l2    -0.022367   0.213550  -0.105  0.91716    
## Sonoma.l2        -0.090261   0.116786  -0.773  0.44464    
## Tulare.l2        -0.109755   0.416499  -0.264  0.79365    
## Solano.l2         0.006016   0.183422   0.033  0.97402    
## SantaBarbara.l2   0.093699   0.106051   0.884  0.38281    
## Monterey.l2       0.066775   0.121823   0.548  0.58699    
## Placer.l2         0.170330   0.278572   0.611  0.54475    
## SanLuisObispo.l2  0.016774   0.127935   0.131  0.89641    
## SantaCruz.l2      0.015118   0.083538   0.181  0.85741    
## Marin.l2          0.031554   0.077195   0.409  0.68514    
## Butte.l2          0.083728   0.222808   0.376  0.70928    
## Yolo.l2           0.068017   0.175003   0.389  0.69982    
## ElDorado.l2       0.034539   0.144592   0.239  0.81256    
## Shasta.l2        -0.045942   0.280058  -0.164  0.87061    
## Madera.l2         0.420442   0.352383   1.193  0.24062    
## Kings.l2         -0.450210   0.234783  -1.918  0.06313 .  
## Napa.l2          -0.094779   0.098105  -0.966  0.34044    
## Humboldt.l2       0.168821   0.124280   1.358  0.18279    
## Sutter.l2        -0.159201   0.342971  -0.464  0.64531    
## Mendocino.l2      0.020920   0.066308   0.316  0.75420    
## SanBenito.l2      0.071185   0.134841   0.528  0.60079    
## LosAngeles.l3    -0.075477   0.105903  -0.713  0.48063    
## SanDiego.l3      -0.054142   0.167262  -0.324  0.74804    
## Orange.l3         0.092637   0.107010   0.866  0.39239    
## Riverside.l3      0.106544   0.194131   0.549  0.58651    
## SanBernadino.l3  -0.196430   0.157384  -1.248  0.22005    
## SantaClara.l3     0.000944   0.051045   0.018  0.98535    
## Alameda.l3        0.146613   0.122268   1.199  0.23832    
## Sacramento.l3     0.062240   0.258156   0.241  0.81085    
## Fresno.l3        -0.275134   0.350564  -0.785  0.43769    
## Kern.l3          -0.374355   0.275633  -1.358  0.18286    
## SanFrancisco.l3  -0.038993   0.062519  -0.624  0.53675    
## Ventura.l3       -0.048119   0.174139  -0.276  0.78388    
## SanJoaquin.l3     0.047858   0.225122   0.213  0.83285    
## SanMateo.l3       0.077423   0.054344   1.425  0.16286    
## Stanislaus.l3     0.220908   0.254347   0.869  0.39086    
## Sonoma.l3         0.045394   0.122847   0.370  0.71391    
## Tulare.l3        -0.115422   0.334514  -0.345  0.73207    
## Solano.l3        -0.169889   0.258377  -0.658  0.51503    
## SantaBarbara.l3  -0.097572   0.104184  -0.937  0.35524    
## Monterey.l3      -0.029247   0.140276  -0.208  0.83602    
## Placer.l3        -0.268214   0.158212  -1.695  0.09866 .  
## SanLuisObispo.l3  0.039765   0.162130   0.245  0.80764    
## SantaCruz.l3      0.016125   0.068682   0.235  0.81571    
## Marin.l3          0.006190   0.084668   0.073  0.94212    
## Butte.l3         -0.366125   0.184806  -1.981  0.05525 .  
## Yolo.l3           0.085247   0.177683   0.480  0.63429    
## ElDorado.l3       0.201273   0.143411   1.403  0.16904    
## Shasta.l3         0.352024   0.233704   1.506  0.14072    
## Madera.l3         0.309980   0.321635   0.964  0.34160    
## Kings.l3         -0.086282   0.234886  -0.367  0.71552    
## Napa.l3          -0.186333   0.108887  -1.711  0.09564 .  
## Humboldt.l3       0.183161   0.121860   1.503  0.14155    
## Sutter.l3         0.462872   0.393850   1.175  0.24761    
## Mendocino.l3     -0.109491   0.059835  -1.830  0.07556 .  
## SanBenito.l3     -0.098763   0.162317  -0.608  0.54670    
## LosAngeles.l4     0.000739   0.094202   0.008  0.99378    
## SanDiego.l4      -0.105161   0.179311  -0.586  0.56122    
## Orange.l4        -0.137361   0.093057  -1.476  0.14861    
## Riverside.l4      0.137167   0.282089   0.486  0.62973    
## SanBernadino.l4   0.031623   0.173307   0.182  0.85624    
## SantaClara.l4    -0.016320   0.055873  -0.292  0.77190    
## Alameda.l4       -0.060462   0.100225  -0.603  0.55011    
## Sacramento.l4     0.334970   0.212169   1.579  0.12313    
## Fresno.l4        -0.159865   0.249491  -0.641  0.52573    
## Kern.l4           0.054554   0.235415   0.232  0.81805    
## SanFrancisco.l4   0.095032   0.055253   1.720  0.09403 .  
## Ventura.l4       -0.081625   0.174390  -0.468  0.64256    
## SanJoaquin.l4     0.293000   0.230309   1.272  0.21146    
## SanMateo.l4       0.070609   0.049853   1.416  0.16527    
## Stanislaus.l4     0.279280   0.199931   1.397  0.17100    
## Sonoma.l4        -0.103493   0.104171  -0.993  0.32710    
## Tulare.l4        -0.038941   0.339907  -0.115  0.90943    
## Solano.l4         0.248457   0.200331   1.240  0.22291    
## SantaBarbara.l4   0.205501   0.138462   1.484  0.14647    
## Monterey.l4       0.151148   0.112468   1.344  0.18738    
## Placer.l4        -0.346606   0.192179  -1.804  0.07967 .  
## SanLuisObispo.l4  0.211140   0.164157   1.286  0.20658    
## SantaCruz.l4     -0.011278   0.061390  -0.184  0.85527    
## Marin.l4         -0.116236   0.062853  -1.849  0.07264 .  
## Butte.l4          0.235829   0.187122   1.260  0.21567    
## Yolo.l4          -0.213288   0.254796  -0.837  0.40806    
## ElDorado.l4      -0.074502   0.132347  -0.563  0.57697    
## Shasta.l4        -0.093595   0.255422  -0.366  0.71619    
## Madera.l4        -0.820588   0.355903  -2.306  0.02700 *  
## Kings.l4         -0.015539   0.255029  -0.061  0.95175    
## Napa.l4           0.031394   0.101908   0.308  0.75981    
## Humboldt.l4      -0.098817   0.099560  -0.993  0.32756    
## Sutter.l4        -0.038033   0.409402  -0.093  0.92650    
## Mendocino.l4      0.218612   0.076157   2.871  0.00682 ** 
## SanBenito.l4     -0.002681   0.171858  -0.016  0.98764    
## LosAngeles.l5     0.035328   0.085306   0.414  0.68123    
## SanDiego.l5       0.216387   0.159387   1.358  0.18303    
## Orange.l5        -0.021173   0.095262  -0.222  0.82537    
## Riverside.l5     -0.182750   0.211240  -0.865  0.39270    
## SanBernadino.l5   0.154815   0.165868   0.933  0.35685    
## SantaClara.l5     0.043356   0.055937   0.775  0.44335    
## Alameda.l5       -0.276594   0.085094  -3.250  0.00250 ** 
## Sacramento.l5     0.140880   0.247208   0.570  0.57230    
## Fresno.l5        -0.128915   0.325450  -0.396  0.69436    
## Kern.l5          -0.177978   0.285356  -0.624  0.53675    
## SanFrancisco.l5  -0.036047   0.049796  -0.724  0.47381    
## Ventura.l5        0.110049   0.130783   0.841  0.40564    
## SanJoaquin.l5    -0.270373   0.225918  -1.197  0.23922    
## SanMateo.l5      -0.047465   0.064655  -0.734  0.46763    
## Stanislaus.l5    -0.311419   0.199980  -1.557  0.12816    
## Sonoma.l5         0.170938   0.117098   1.460  0.15302    
## Tulare.l5         0.054684   0.445427   0.123  0.90297    
## Solano.l5        -0.310763   0.189648  -1.639  0.11000    
## SantaBarbara.l5  -0.064774   0.124926  -0.518  0.60728    
## Monterey.l5       0.082791   0.094978   0.872  0.38916    
## Placer.l5        -0.235001   0.167633  -1.402  0.16952    
## SanLuisObispo.l5  0.105451   0.148198   0.712  0.48133    
## SantaCruz.l5     -0.090739   0.051830  -1.751  0.08852 .  
## Marin.l5          0.088989   0.049498   1.798  0.08060 .  
## Butte.l5          0.152177   0.288629   0.527  0.60126    
## Yolo.l5          -0.117026   0.249497  -0.469  0.64186    
## ElDorado.l5       0.147589   0.168830   0.874  0.38781    
## Shasta.l5        -0.133539   0.254544  -0.525  0.60306    
## Madera.l5         0.771927   0.346063   2.231  0.03203 *  
## Kings.l5          0.244193   0.236755   1.031  0.30923    
## Napa.l5           0.086653   0.098641   0.878  0.38552    
## Humboldt.l5       0.015933   0.100525   0.158  0.87495    
## Sutter.l5        -0.151477   0.288793  -0.525  0.60313    
## Mendocino.l5      0.020229   0.086907   0.233  0.81726    
## SanBenito.l5     -0.130737   0.176998  -0.739  0.46492    
## LosAngeles.l6    -0.046012   0.087879  -0.524  0.60378    
## SanDiego.l6       0.090248   0.129196   0.699  0.48933    
## Orange.l6         0.012978   0.088697   0.146  0.88448    
## Riverside.l6     -0.407649   0.268015  -1.521  0.13700    
## SanBernadino.l6  -0.094354   0.181974  -0.519  0.60728    
## SantaClara.l6     0.039800   0.037153   1.071  0.29118    
## Alameda.l6        0.042064   0.075144   0.560  0.57910    
## Sacramento.l6     0.381328   0.231216   1.649  0.10780    
## Fresno.l6         0.383111   0.245659   1.560  0.12762    
## Kern.l6           0.004700   0.241245   0.019  0.98456    
## SanFrancisco.l6   0.062638   0.054345   1.153  0.25667    
## Ventura.l6       -0.096633   0.203321  -0.475  0.63746    
## SanJoaquin.l6     0.002199   0.186612   0.012  0.99066    
## SanMateo.l6      -0.061606   0.055482  -1.110  0.27420    
## Stanislaus.l6     0.075285   0.267366   0.282  0.77988    
## Sonoma.l6        -0.234349   0.123907  -1.891  0.06665 .  
## Tulare.l6         0.343311   0.367252   0.935  0.35612    
## Solano.l6        -0.043609   0.137043  -0.318  0.75216    
## SantaBarbara.l6  -0.048226   0.143711  -0.336  0.73914    
## Monterey.l6      -0.001148   0.083774  -0.014  0.98914    
## Placer.l6         0.027028   0.205619   0.131  0.89615    
## SanLuisObispo.l6 -0.074306   0.123434  -0.602  0.55096    
## SantaCruz.l6      0.054245   0.048248   1.124  0.26833    
## Marin.l6         -0.008805   0.049095  -0.179  0.85867    
## Butte.l6         -0.129374   0.205718  -0.629  0.53339    
## Yolo.l6           0.451070   0.197986   2.278  0.02875 *  
## ElDorado.l6      -0.053129   0.139750  -0.380  0.70605    
## Shasta.l6        -0.492280   0.237951  -2.069  0.04580 *  
## Madera.l6         0.376101   0.318427   1.181  0.24530    
## Kings.l6         -0.196456   0.197690  -0.994  0.32697    
## Napa.l6           0.017194   0.118954   0.145  0.88588    
## Humboldt.l6       0.004947   0.110592   0.045  0.96457    
## Sutter.l6        -0.509791   0.279922  -1.821  0.07690 .  
## Mendocino.l6      0.084238   0.063641   1.324  0.19397    
## SanBenito.l6      0.255842   0.092626   2.762  0.00899 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 143.2 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 2.86e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Napa: 
## ===================================== 
## Napa = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.589046   0.191564   3.075 0.004004 ** 
## SanDiego.l1       0.860477   0.401886   2.141 0.039109 *  
## Orange.l1         0.299196   0.264972   1.129 0.266297    
## Riverside.l1     -0.827092   0.663631  -1.246 0.220698    
## SanBernadino.l1  -1.392162   0.355182  -3.920 0.000381 ***
## SantaClara.l1     0.009644   0.082955   0.116 0.908100    
## Alameda.l1        0.051591   0.279041   0.185 0.854356    
## Sacramento.l1     0.191610   0.767743   0.250 0.804334    
## Fresno.l1        -1.523531   0.507531  -3.002 0.004854 ** 
## Kern.l1           0.931748   0.421553   2.210 0.033529 *  
## SanFrancisco.l1  -0.177104   0.090651  -1.954 0.058543 .  
## Ventura.l1       -0.105550   0.254237  -0.415 0.680487    
## SanJoaquin.l1     0.087255   0.333298   0.262 0.794974    
## SanMateo.l1      -0.050090   0.128958  -0.388 0.699990    
## Stanislaus.l1     1.290234   0.445517   2.896 0.006389 ** 
## Sonoma.l1        -0.350548   0.231156  -1.516 0.138126    
## Tulare.l1         1.636803   0.779973   2.099 0.042937 *  
## Solano.l1        -0.712627   0.377565  -1.887 0.067185 .  
## SantaBarbara.l1   0.274097   0.206281   1.329 0.192289    
## Monterey.l1      -0.366171   0.281215  -1.302 0.201150    
## Placer.l1        -0.706314   0.623099  -1.134 0.264476    
## SanLuisObispo.l1 -0.548973   0.275595  -1.992 0.054003 .  
## SantaCruz.l1      0.222960   0.149545   1.491 0.144692    
## Marin.l1          0.101070   0.136938   0.738 0.465255    
## Butte.l1          1.480330   0.457700   3.234 0.002614 ** 
## Yolo.l1          -0.589750   0.329915  -1.788 0.082265 .  
## ElDorado.l1      -0.966836   0.341120  -2.834 0.007484 ** 
## Shasta.l1         0.239765   0.542550   0.442 0.661188    
## Madera.l1         0.355328   0.791774   0.449 0.656284    
## Kings.l1         -1.107586   0.317108  -3.493 0.001285 ** 
## Napa.l1           0.657053   0.204157   3.218 0.002729 ** 
## Humboldt.l1      -0.311273   0.206081  -1.510 0.139661    
## Sutter.l1        -0.754718   0.487702  -1.547 0.130491    
## Mendocino.l1      0.120579   0.117371   1.027 0.311119    
## SanBenito.l1      0.985653   0.311572   3.163 0.003163 ** 
## LosAngeles.l2    -0.182819   0.188052  -0.972 0.337453    
## SanDiego.l2       1.011013   0.403420   2.506 0.016865 *  
## Orange.l2         0.056261   0.277990   0.202 0.840755    
## Riverside.l2      0.203880   0.623564   0.327 0.745593    
## SanBernadino.l2   0.140063   0.328136   0.427 0.672035    
## SantaClara.l2    -0.371552   0.133783  -2.777 0.008649 ** 
## Alameda.l2        1.041527   0.280089   3.719 0.000679 ***
## Sacramento.l2    -0.220842   0.705058  -0.313 0.755917    
## Fresno.l2         2.050273   0.920419   2.228 0.032252 *  
## Kern.l2           0.554361   0.633201   0.875 0.387112    
## SanFrancisco.l2  -0.146608   0.145971  -1.004 0.321908    
## Ventura.l2       -1.320099   0.420047  -3.143 0.003343 ** 
## SanJoaquin.l2    -1.025629   0.482645  -2.125 0.040518 *  
## SanMateo.l2      -0.294875   0.165145  -1.786 0.082598 .  
## Stanislaus.l2     1.179335   0.487435   2.419 0.020721 *  
## Sonoma.l2         0.659820   0.266568   2.475 0.018157 *  
## Tulare.l2        -0.142505   0.950674  -0.150 0.881681    
## Solano.l2        -0.778707   0.418668  -1.860 0.071077 .  
## SantaBarbara.l2   0.249515   0.242065   1.031 0.309521    
## Monterey.l2      -0.589436   0.278065  -2.120 0.040987 *  
## Placer.l2         0.710956   0.635851   1.118 0.270923    
## SanLuisObispo.l2 -0.573183   0.292015  -1.963 0.057426 .  
## SantaCruz.l2      0.127815   0.190679   0.670 0.506933    
## Marin.l2         -0.173154   0.176200  -0.983 0.332308    
## Butte.l2         -1.079898   0.508567  -2.123 0.040661 *  
## Yolo.l2           1.101783   0.399450   2.758 0.009074 ** 
## ElDorado.l2      -0.069474   0.330037  -0.211 0.834461    
## Shasta.l2        -0.778295   0.639243  -1.218 0.231325    
## Madera.l2         0.799565   0.804327   0.994 0.326820    
## Kings.l2         -1.029483   0.535900  -1.921 0.062674 .  
## Napa.l2           0.242380   0.223927   1.082 0.286270    
## Humboldt.l2      -0.483059   0.283673  -1.703 0.097212 .  
## Sutter.l2        -0.818517   0.782844  -1.046 0.302730    
## Mendocino.l2      0.431223   0.151350   2.849 0.007205 ** 
## SanBenito.l2      0.175384   0.307779   0.570 0.572327    
## LosAngeles.l3     0.144469   0.241728   0.598 0.553814    
## SanDiego.l3      -0.795651   0.381782  -2.084 0.044313 *  
## Orange.l3         0.082764   0.244253   0.339 0.736694    
## Riverside.l3     -0.413212   0.443110  -0.933 0.357277    
## SanBernadino.l3   0.075614   0.359234   0.210 0.834474    
## SantaClara.l3     0.277402   0.116512   2.381 0.022684 *  
## Alameda.l3        0.999403   0.279081   3.581 0.001003 ** 
## Sacramento.l3    -0.495911   0.589251  -0.842 0.405570    
## Fresno.l3        -0.119340   0.800174  -0.149 0.882273    
## Kern.l3          -2.131275   0.629143  -3.388 0.001720 ** 
## SanFrancisco.l3   0.172312   0.142701   1.208 0.235112    
## Ventura.l3       -0.507811   0.397479  -1.278 0.209575    
## SanJoaquin.l3    -0.530703   0.513848  -1.033 0.308585    
## SanMateo.l3      -0.344831   0.124042  -2.780 0.008590 ** 
## Stanislaus.l3     0.275195   0.580555   0.474 0.638347    
## Sonoma.l3         0.641708   0.280402   2.289 0.028081 *  
## Tulare.l3         0.533818   0.763540   0.699 0.488960    
## Solano.l3        -1.536059   0.589755  -2.605 0.013286 *  
## SantaBarbara.l3  -0.086060   0.237804  -0.362 0.719545    
## Monterey.l3       0.764676   0.320184   2.388 0.022297 *  
## Placer.l3         0.013832   0.361125   0.038 0.969658    
## SanLuisObispo.l3  0.824984   0.370068   2.229 0.032126 *  
## SantaCruz.l3     -0.450823   0.156770  -2.876 0.006732 ** 
## Marin.l3          0.103339   0.193259   0.535 0.596131    
## Butte.l3         -0.473855   0.421825  -1.123 0.268726    
## Yolo.l3           0.549724   0.405568   1.355 0.183720    
## ElDorado.l3       0.263978   0.327341   0.806 0.425289    
## Shasta.l3         0.342537   0.533437   0.642 0.524856    
## Madera.l3         0.494308   0.734144   0.673 0.505049    
## Kings.l3          0.099799   0.536135   0.186 0.853376    
## Napa.l3          -0.730507   0.248538  -2.939 0.005714 ** 
## Humboldt.l3       0.578973   0.278149   2.082 0.044558 *  
## Sutter.l3        -1.162538   0.898977  -1.293 0.204187    
## Mendocino.l3     -0.134311   0.136576  -0.983 0.331967    
## SanBenito.l3     -0.009341   0.370493  -0.025 0.980025    
## LosAngeles.l4     0.311039   0.215020   1.447 0.156673    
## SanDiego.l4      -1.915307   0.409283  -4.680 3.98e-05 ***
## Orange.l4         0.213289   0.212406   1.004 0.322006    
## Riverside.l4      0.682389   0.643878   1.060 0.296289    
## SanBernadino.l4  -1.160916   0.395580  -2.935 0.005781 ** 
## SantaClara.l4    -0.163758   0.127533  -1.284 0.207329    
## Alameda.l4       -0.243881   0.228767  -1.066 0.293491    
## Sacramento.l4    -0.696491   0.484283  -1.438 0.159017    
## Fresno.l4        -1.890486   0.569472  -3.320 0.002072 ** 
## Kern.l4           0.774691   0.537342   1.442 0.158028    
## SanFrancisco.l4  -0.178017   0.126117  -1.412 0.166678    
## Ventura.l4        0.593226   0.398051   1.490 0.144849    
## SanJoaquin.l4     1.154361   0.525689   2.196 0.034626 *  
## SanMateo.l4       0.040485   0.113790   0.356 0.724076    
## Stanislaus.l4     1.745875   0.456349   3.826 0.000500 ***
## Sonoma.l4        -0.587611   0.237775  -2.471 0.018328 *  
## Tulare.l4        -0.105288   0.775849  -0.136 0.892809    
## Solano.l4         1.460364   0.457263   3.194 0.002916 ** 
## SantaBarbara.l4  -0.037404   0.316044  -0.118 0.906447    
## Monterey.l4       0.762552   0.256713   2.970 0.005268 ** 
## Placer.l4        -0.072380   0.438656  -0.165 0.869864    
## SanLuisObispo.l4 -0.386794   0.374695  -1.032 0.308821    
## SantaCruz.l4      0.222182   0.140125   1.586 0.121575    
## Marin.l4          0.041464   0.143465   0.289 0.774224    
## Butte.l4         -0.172866   0.427113  -0.405 0.688069    
## Yolo.l4          -0.060422   0.581580  -0.104 0.917830    
## ElDorado.l4       0.324406   0.302085   1.074 0.290018    
## Shasta.l4         1.149849   0.583010   1.972 0.056299 .  
## Madera.l4        -1.244742   0.812361  -1.532 0.134202    
## Kings.l4         -0.910723   0.582113  -1.565 0.126446    
## Napa.l4           0.483014   0.232608   2.077 0.045044 *  
## Humboldt.l4       0.346005   0.227248   1.523 0.136600    
## Sutter.l4         1.285814   0.934475   1.376 0.177330    
## Mendocino.l4      0.473615   0.173830   2.725 0.009873 ** 
## SanBenito.l4     -0.666111   0.392273  -1.698 0.098121 .  
## LosAngeles.l5    -0.409620   0.194713  -2.104 0.042454 *  
## SanDiego.l5       0.863078   0.363807   2.372 0.023140 *  
## Orange.l5         0.377932   0.217440   1.738 0.090741 .  
## Riverside.l5      2.158134   0.482163   4.476 7.36e-05 ***
## SanBernadino.l5  -0.300371   0.378599  -0.793 0.432758    
## SantaClara.l5    -0.031205   0.127679  -0.244 0.808310    
## Alameda.l5       -0.304560   0.194230  -1.568 0.125621    
## Sacramento.l5     0.371672   0.564262   0.659 0.514288    
## Fresno.l5        -0.094950   0.742852  -0.128 0.899004    
## Kern.l5           0.763414   0.651335   1.172 0.248865    
## SanFrancisco.l5  -0.078321   0.113662  -0.689 0.495198    
## Ventura.l5       -0.676246   0.298517  -2.265 0.029606 *  
## SanJoaquin.l5    -0.507294   0.515665  -0.984 0.331796    
## SanMateo.l5       0.142388   0.147577   0.965 0.341063    
## Stanislaus.l5    -0.417515   0.456460  -0.915 0.366446    
## Sonoma.l5         0.525171   0.267280   1.965 0.057183 .  
## Tulare.l5        -1.708629   1.016702  -1.681 0.101507    
## Solano.l5         0.005981   0.432879   0.014 0.989052    
## SantaBarbara.l5   0.697462   0.285148   2.446 0.019465 *  
## Monterey.l5      -0.289838   0.216791  -1.337 0.189628    
## Placer.l5        -0.219630   0.382628  -0.574 0.569535    
## SanLuisObispo.l5  0.254099   0.338267   0.751 0.457429    
## SantaCruz.l5      0.192098   0.118305   1.624 0.113153    
## Marin.l5         -0.207224   0.112982  -1.834 0.074910 .  
## Butte.l5          0.034450   0.658805   0.052 0.958585    
## Yolo.l5           0.106089   0.569485   0.186 0.853264    
## ElDorado.l5      -0.634853   0.385361  -1.647 0.108173    
## Shasta.l5         0.568599   0.581006   0.979 0.334286    
## Madera.l5        -0.395055   0.789902  -0.500 0.620026    
## Kings.l5         -0.544903   0.540402  -1.008 0.320027    
## Napa.l5          -0.346427   0.225151  -1.539 0.132636    
## Humboldt.l5      -0.231228   0.229452  -1.008 0.320306    
## Sutter.l5        -0.913546   0.659180  -1.386 0.174308    
## Mendocino.l5      0.218714   0.198369   1.103 0.277536    
## SanBenito.l5      0.275825   0.404004   0.683 0.499148    
## LosAngeles.l6     0.292424   0.200587   1.458 0.153553    
## SanDiego.l6       0.743897   0.294895   2.523 0.016211 *  
## Orange.l6         0.041352   0.202453   0.204 0.839306    
## Riverside.l6     -1.179833   0.611754  -1.929 0.061694 .  
## SanBernadino.l6   0.832790   0.415361   2.005 0.052529 .  
## SantaClara.l6     0.004227   0.084803   0.050 0.960520    
## Alameda.l6       -0.427910   0.171520  -2.495 0.017328 *  
## Sacramento.l6    -0.657339   0.527758  -1.246 0.220983    
## Fresno.l6         0.526996   0.560726   0.940 0.353560    
## Kern.l6          -1.759389   0.550649  -3.195 0.002905 ** 
## SanFrancisco.l6   0.309714   0.124045   2.497 0.017246 *  
## Ventura.l6       -1.257763   0.464088  -2.710 0.010235 *  
## SanJoaquin.l6    -0.472527   0.425948  -1.109 0.274633    
## SanMateo.l6       0.129816   0.126639   1.025 0.312158    
## Stanislaus.l6    -0.640466   0.610273  -1.049 0.300954    
## Sonoma.l6         0.422839   0.282823   1.495 0.143612    
## Tulare.l6         2.268629   0.838266   2.706 0.010334 *  
## Solano.l6        -0.319999   0.312804  -1.023 0.313133    
## SantaBarbara.l6  -0.751553   0.328026  -2.291 0.027914 *  
## Monterey.l6       0.372231   0.191217   1.947 0.059413 .  
## Placer.l6         0.913286   0.469333   1.946 0.059503 .  
## SanLuisObispo.l6  0.336828   0.281742   1.196 0.239700    
## SantaCruz.l6     -0.176468   0.110127  -1.602 0.117806    
## Marin.l6         -0.013050   0.112061  -0.116 0.907942    
## Butte.l6         -0.092879   0.469559  -0.198 0.844315    
## Yolo.l6          -0.485606   0.451909  -1.075 0.289719    
## ElDorado.l6      -0.126886   0.318984  -0.398 0.693140    
## Shasta.l6         0.298074   0.543131   0.549 0.586526    
## Madera.l6        -0.674300   0.726821  -0.928 0.359722    
## Kings.l6          1.375968   0.451234   3.049 0.004284 ** 
## Napa.l6           0.141947   0.271517   0.523 0.604323    
## Humboldt.l6      -0.231708   0.252431  -0.918 0.364776    
## Sutter.l6         1.557726   0.638933   2.438 0.019834 *  
## Mendocino.l6      0.354395   0.145263   2.440 0.019756 *  
## SanBenito.l6     -0.057546   0.211423  -0.272 0.787034    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 326.9 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 4.237e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Humboldt: 
## ========================================= 
## Humboldt = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                    Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.5843338  0.1976754   2.956 0.005470 ** 
## SanDiego.l1       0.1586302  0.4147076   0.383 0.704332    
## Orange.l1        -0.1422969  0.2734250  -0.520 0.605954    
## Riverside.l1     -0.6502975  0.6848029  -0.950 0.348641    
## SanBernadino.l1  -0.6491763  0.3665132  -1.771 0.084990 .  
## SantaClara.l1     0.0401033  0.0856011   0.468 0.642259    
## Alameda.l1        0.9383409  0.2879435   3.259 0.002446 ** 
## Sacramento.l1    -0.7918233  0.7922369  -0.999 0.324234    
## Fresno.l1         0.7104571  0.5237232   1.357 0.183371    
## Kern.l1          -0.3770043  0.4350021  -0.867 0.391861    
## SanFrancisco.l1   0.1243233  0.0935433   1.329 0.192195    
## Ventura.l1        0.0791332  0.2623482   0.302 0.764667    
## SanJoaquin.l1     0.5035088  0.3439318   1.464 0.151878    
## SanMateo.l1      -0.3383433  0.1330726  -2.543 0.015449 *  
## Stanislaus.l1     0.3872996  0.4597301   0.842 0.405098    
## Sonoma.l1         0.4386193  0.2385308   1.839 0.074200 .  
## Tulare.l1         0.1642927  0.8048566   0.204 0.839404    
## Solano.l1        -1.4067447  0.3896102  -3.611 0.000923 ***
## SantaBarbara.l1  -0.1529929  0.2128618  -0.719 0.476939    
## Monterey.l1      -0.1499746  0.2901865  -0.517 0.608442    
## Placer.l1         0.7508757  0.6429779   1.168 0.250560    
## SanLuisObispo.l1 -0.7991253  0.2843874  -2.810 0.007961 ** 
## SantaCruz.l1      0.4073240  0.1543157   2.640 0.012193 *  
## Marin.l1         -0.3364859  0.1413070  -2.381 0.022665 *  
## Butte.l1          0.1680590  0.4723022   0.356 0.724045    
## Yolo.l1           0.3893553  0.3404409   1.144 0.260305    
## ElDorado.l1      -0.5863123  0.3520026  -1.666 0.104464    
## Shasta.l1         0.5463887  0.5598588   0.976 0.335607    
## Madera.l1         1.0684076  0.8170344   1.308 0.199277    
## Kings.l1         -0.5701813  0.3272249  -1.742 0.089963 .  
## Napa.l1           0.2238585  0.2106704   1.063 0.295039    
## Humboldt.l1       0.0432221  0.2126561   0.203 0.840085    
## Sutter.l1        -2.5262835  0.5032617  -5.020 1.41e-05 ***
## Mendocino.l1      0.2028314  0.1211156   1.675 0.102662    
## SanBenito.l1      0.3905389  0.3215126   1.215 0.232391    
## LosAngeles.l2     0.0522436  0.1940520   0.269 0.789294    
## SanDiego.l2       0.2024549  0.4162906   0.486 0.629680    
## Orange.l2         0.0948752  0.2868588   0.331 0.742759    
## Riverside.l2     -0.2665894  0.6434577  -0.414 0.681107    
## SanBernadino.l2   0.2959442  0.3386043   0.874 0.387905    
## SantaClara.l2    -0.4077416  0.1380515  -2.954 0.005505 ** 
## Alameda.l2        0.1173882  0.2890243   0.406 0.687034    
## Sacramento.l2    -1.9310158  0.7275514  -2.654 0.011763 *  
## Fresno.l2         2.3525735  0.9497839   2.477 0.018083 *  
## Kern.l2          -0.6859780  0.6534027  -1.050 0.300782    
## SanFrancisco.l2  -0.0272384  0.1506280  -0.181 0.857514    
## Ventura.l2       -1.1472760  0.4334479  -2.647 0.011976 *  
## SanJoaquin.l2    -0.8031079  0.4980432  -1.613 0.115581    
## SanMateo.l2      -0.2355760  0.1704133  -1.382 0.175372    
## Stanislaus.l2     0.9204227  0.5029857   1.830 0.075553 .  
## Sonoma.l2        -0.0414345  0.2750725  -0.151 0.881108    
## Tulare.l2        -0.6785136  0.9810042  -0.692 0.493593    
## Solano.l2         0.3322087  0.4320251   0.769 0.446935    
## SantaBarbara.l2  -0.3945099  0.2497874  -1.579 0.122996    
## Monterey.l2       0.2950603  0.2869366   1.028 0.310663    
## Placer.l2         0.4805297  0.6561364   0.732 0.468689    
## SanLuisObispo.l2  0.3657842  0.3013314   1.214 0.232692    
## SantaCruz.l2      0.1101023  0.1967622   0.560 0.579238    
## Marin.l2          0.1635414  0.1818213   0.899 0.374384    
## Butte.l2          0.0542180  0.5247924   0.103 0.918288    
## Yolo.l2           0.8212819  0.4121937   1.992 0.053944 .  
## ElDorado.l2       0.6616395  0.3405666   1.943 0.059898 .  
## Shasta.l2        -2.0546870  0.6596375  -3.115 0.003601 ** 
## Madera.l2         0.6121657  0.8299880   0.738 0.465563    
## Kings.l2         -0.4122556  0.5529969  -0.745 0.460813    
## Napa.l2           0.3780025  0.2310713   1.636 0.110582    
## Humboldt.l2      -0.0193192  0.2927229  -0.066 0.947744    
## Sutter.l2        -0.7132749  0.8078189  -0.883 0.383114    
## Mendocino.l2     -0.0866994  0.1561783  -0.555 0.582238    
## SanBenito.l2      0.3472386  0.3175978   1.093 0.281512    
## LosAngeles.l3     0.0361201  0.2494402   0.145 0.885673    
## SanDiego.l3       0.1038097  0.3939617   0.264 0.793666    
## Orange.l3        -0.0986480  0.2520457  -0.391 0.697816    
## Riverside.l3      0.7226474  0.4572469   1.580 0.122756    
## SanBernadino.l3  -0.3382723  0.3706946  -0.913 0.367557    
## SantaClara.l3     0.1394672  0.1202292   1.160 0.253680    
## Alameda.l3        0.2088309  0.2879851   0.725 0.473051    
## Sacramento.l3     0.7465000  0.6080498   1.228 0.227529    
## Fresno.l3         0.0039940  0.8257026   0.005 0.996167    
## Kern.l3          -0.2385213  0.6492150  -0.367 0.715472    
## SanFrancisco.l3   0.0005000  0.1472534   0.003 0.997309    
## Ventura.l3        0.3794895  0.4101602   0.925 0.361011    
## SanJoaquin.l3    -0.3953828  0.5302412  -0.746 0.460711    
## SanMateo.l3       0.1172656  0.1279992   0.916 0.365688    
## Stanislaus.l3    -0.1039648  0.5990769  -0.174 0.863198    
## Sonoma.l3         0.0015972  0.2893476   0.006 0.995626    
## Tulare.l3        -1.1290590  0.7878991  -1.433 0.160486    
## Solano.l3         0.3133236  0.6085703   0.515 0.609803    
## SantaBarbara.l3  -0.0051429  0.2453907  -0.021 0.983395    
## Monterey.l3       0.0396186  0.3303989   0.120 0.905220    
## Placer.l3        -1.2178651  0.3726463  -3.268 0.002385 ** 
## SanLuisObispo.l3  0.4540982  0.3818749   1.189 0.242174    
## SantaCruz.l3     -0.0066928  0.1617711  -0.041 0.967228    
## Marin.l3         -0.1600423  0.1994241  -0.803 0.427517    
## Butte.l3         -0.9700637  0.4352828  -2.229 0.032176 *  
## Yolo.l3           0.3881670  0.4185069   0.928 0.359842    
## ElDorado.l3       0.2161638  0.3377841   0.640 0.526259    
## Shasta.l3         0.5307844  0.5504560   0.964 0.341347    
## Madera.l3         1.2504978  0.7575659   1.651 0.107503    
## Kings.l3          0.2697193  0.5532393   0.488 0.628841    
## Napa.l3          -0.4521249  0.2564673  -1.763 0.086406 .  
## Humboldt.l3       0.3784922  0.2870231   1.319 0.195603    
## Sutter.l3         0.4384709  0.9276580   0.473 0.639306    
## Mendocino.l3     -0.2931335  0.1409331  -2.080 0.044710 *  
## SanBenito.l3     -0.5946812  0.3823132  -1.555 0.128580    
## LosAngeles.l4     0.1640595  0.2218799   0.739 0.464454    
## SanDiego.l4      -0.2831292  0.4223403  -0.670 0.506893    
## Orange.l4        -0.3010999  0.2191825  -1.374 0.178017    
## Riverside.l4      0.5474311  0.6644199   0.824 0.415408    
## SanBernadino.l4  -0.5433482  0.4082004  -1.331 0.191531    
## SantaClara.l4    -0.0476693  0.1316018  -0.362 0.719303    
## Alameda.l4        0.0432946  0.2360653   0.183 0.855513    
## Sacramento.l4    -0.8212032  0.4997333  -1.643 0.109031    
## Fresno.l4        -0.2109943  0.5876405  -0.359 0.721653    
## Kern.l4          -0.3383808  0.5544855  -0.610 0.545522    
## SanFrancisco.l4   0.0100997  0.1301410   0.078 0.938572    
## Ventura.l4       -0.3614330  0.4107507  -0.880 0.384732    
## SanJoaquin.l4     0.4137716  0.5424604   0.763 0.450571    
## SanMateo.l4       0.1667999  0.1174207   1.421 0.164057    
## Stanislaus.l4     0.7747250  0.4709082   1.645 0.108639    
## Sonoma.l4        -0.2520268  0.2453607  -1.027 0.311194    
## Tulare.l4        -0.6204234  0.8006010  -0.775 0.443431    
## Solano.l4         0.0871596  0.4718513   0.185 0.854487    
## SantaBarbara.l4   0.6820044  0.3261271   2.091 0.043627 *  
## Monterey.l4       0.3744859  0.2649027   1.414 0.166047    
## Placer.l4         0.2739230  0.4526508   0.605 0.548873    
## SanLuisObispo.l4  0.1917082  0.3866487   0.496 0.623035    
## SantaCruz.l4      0.0593491  0.1445952   0.410 0.683909    
## Marin.l4         -0.3706312  0.1480416  -2.504 0.016968 *  
## Butte.l4          0.0708936  0.4407389   0.161 0.873109    
## Yolo.l4          -0.6641986  0.6001346  -1.107 0.275743    
## ElDorado.l4      -0.1441246  0.3117231  -0.462 0.646614    
## Shasta.l4         1.7851972  0.6016095   2.967 0.005311 ** 
## Madera.l4        -1.3211224  0.8382779  -1.576 0.123775    
## Kings.l4         -0.6732659  0.6006843  -1.121 0.269781    
## Napa.l4           0.0514287  0.2400291   0.214 0.831553    
## Humboldt.l4       0.0598869  0.2344984   0.255 0.799881    
## Sutter.l4         1.0222384  0.9642875   1.060 0.296161    
## Mendocino.l4      0.3253571  0.1793756   1.814 0.078046 .  
## SanBenito.l4      0.7567777  0.4047875   1.870 0.069695 .  
## LosAngeles.l5    -0.0784151  0.2009249  -0.390 0.698636    
## SanDiego.l5       0.9598022  0.3754137   2.557 0.014930 *  
## Orange.l5        -0.0492213  0.2243766  -0.219 0.827602    
## Riverside.l5     -0.7568294  0.4975453  -1.521 0.136964    
## SanBernadino.l5   0.3297465  0.3906772   0.844 0.404222    
## SantaClara.l5    -0.0554091  0.1317526  -0.421 0.676580    
## Alameda.l5       -0.1215139  0.2004263  -0.606 0.548135    
## Sacramento.l5    -0.1460348  0.5822637  -0.251 0.803391    
## Fresno.l5        -0.1979177  0.7665518  -0.258 0.797729    
## Kern.l5           0.4051452  0.6721143   0.603 0.550426    
## SanFrancisco.l5   0.0055615  0.1172878   0.047 0.962443    
## Ventura.l5        0.2535300  0.3080407   0.823 0.415904    
## SanJoaquin.l5    -0.6592119  0.5321167  -1.239 0.223419    
## SanMateo.l5      -0.0111661  0.1522852  -0.073 0.941955    
## Stanislaus.l5    -0.5140794  0.4710231  -1.091 0.282343    
## Sonoma.l5        -0.3228196  0.2758075  -1.170 0.249509    
## Tulare.l5        -1.3576396  1.0491387  -1.294 0.203888    
## Solano.l5         0.0127051  0.4466893   0.028 0.977466    
## SantaBarbara.l5   0.1007588  0.2942453   0.342 0.734018    
## Monterey.l5      -0.0792798  0.2237071  -0.354 0.725113    
## Placer.l5         0.2807420  0.3948352   0.711 0.481644    
## SanLuisObispo.l5  0.1653391  0.3490592   0.474 0.638595    
## SantaCruz.l5      0.0003951  0.1220790   0.003 0.997435    
## Marin.l5         -0.0821213  0.1165862  -0.704 0.485726    
## Butte.l5          0.6970562  0.6798231   1.025 0.312039    
## Yolo.l5          -0.4185940  0.5876538  -0.712 0.480862    
## ElDorado.l5      -0.1605815  0.3976549  -0.404 0.688733    
## Shasta.l5        -0.8818888  0.5995422  -1.471 0.149996    
## Madera.l5         1.6829117  0.8151024   2.065 0.046216 *  
## Kings.l5          0.6425802  0.5576430   1.152 0.256787    
## Napa.l5           0.4426534  0.2323344   1.905 0.064760 .  
## Humboldt.l5       0.2014728  0.2367725   0.851 0.400442    
## Sutter.l5         0.5010505  0.6802096   0.737 0.466132    
## Mendocino.l5      0.0321137  0.2046981   0.157 0.876214    
## SanBenito.l5     -0.6965951  0.4168928  -1.671 0.103410    
## LosAngeles.l6     0.4889163  0.2069865   2.362 0.023701 *  
## SanDiego.l6       0.1006047  0.3043029   0.331 0.742858    
## Orange.l6         0.6136823  0.2089120   2.938 0.005739 ** 
## Riverside.l6     -1.3149284  0.6312706  -2.083 0.044416 *  
## SanBernadino.l6  -0.6458173  0.4286125  -1.507 0.140597    
## SantaClara.l6    -0.0654076  0.0875081  -0.747 0.459649    
## Alameda.l6        0.2744836  0.1769917   1.551 0.129691    
## Sacramento.l6     1.5203834  0.5445954   2.792 0.008338 ** 
## Fresno.l6         2.0035946  0.5786150   3.463 0.001397 ** 
## Kern.l6          -0.2925839  0.5682168  -0.515 0.609759    
## SanFrancisco.l6   0.0519243  0.1280022   0.406 0.687400    
## Ventura.l6       -0.8981386  0.4788945  -1.875 0.068861 .  
## SanJoaquin.l6    -0.0848367  0.4395376  -0.193 0.848033    
## SanMateo.l6      -0.0205046  0.1306788  -0.157 0.876194    
## Stanislaus.l6     0.6146960  0.6297423   0.976 0.335525    
## Sonoma.l6        -0.3529892  0.2918456  -1.210 0.234351    
## Tulare.l6         1.6038651  0.8650091   1.854 0.071923 .  
## Solano.l6        -0.2253881  0.3227839  -0.698 0.489499    
## SantaBarbara.l6  -0.3746600  0.3384908  -1.107 0.275698    
## Monterey.l6      -0.1785686  0.1973171  -0.905 0.371492    
## Placer.l6         1.2223138  0.4843060   2.524 0.016161 *  
## SanLuisObispo.l6 -0.3649779  0.2907310  -1.255 0.217429    
## SantaCruz.l6     -0.0083496  0.1136407  -0.073 0.941836    
## Marin.l6         -0.2133323  0.1156360  -1.845 0.073298 .  
## Butte.l6         -0.7771553  0.4845399  -1.604 0.117474    
## Yolo.l6           0.0540738  0.4663264   0.116 0.908331    
## ElDorado.l6      -1.1887442  0.3291610  -3.611 0.000921 ***
## Shasta.l6         0.3596522  0.5604592   0.642 0.525127    
## Madera.l6         0.0166108  0.7500094   0.022 0.982453    
## Kings.l6         -0.4585367  0.4656295  -0.985 0.331311    
## Napa.l6           0.3129016  0.2801798   1.117 0.271483    
## Humboldt.l6      -0.0018467  0.2604844  -0.007 0.994383    
## Sutter.l6        -1.7325444  0.6593169  -2.628 0.012551 *  
## Mendocino.l6      0.2856627  0.1498970   1.906 0.064696 .  
## SanBenito.l6      0.3969347  0.2181681   1.819 0.077176 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 337.3 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 1.364e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Sutter: 
## ======================================= 
## Sutter = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                    Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.0897876  0.0620690   1.447 0.156667    
## SanDiego.l1      -0.2985068  0.1302160  -2.292 0.027834 *  
## Orange.l1        -0.2188357  0.0858540  -2.549 0.015212 *  
## Riverside.l1      0.3595719  0.2150245   1.672 0.103148    
## SanBernadino.l1  -0.1125775  0.1150832  -0.978 0.334491    
## SantaClara.l1    -0.0468264  0.0268783  -1.742 0.090018 .  
## Alameda.l1       -0.0746362  0.0904127  -0.826 0.414522    
## Sacramento.l1    -0.2757420  0.2487582  -1.108 0.275008    
## Fresno.l1        -0.2163880  0.1644463  -1.316 0.196540    
## Kern.l1           0.1935525  0.1365883   1.417 0.165065    
## SanFrancisco.l1  -0.1174695  0.0293721  -3.999 0.000302 ***
## Ventura.l1        0.0265529  0.0823760   0.322 0.749061    
## SanJoaquin.l1    -0.0981749  0.1079928  -0.909 0.369350    
## SanMateo.l1       0.1472360  0.0417841   3.524 0.001178 ** 
## Stanislaus.l1     0.1054336  0.1443528   0.730 0.469879    
## Sonoma.l1        -0.0200121  0.0748974  -0.267 0.790845    
## Tulare.l1        -0.1000339  0.2527207  -0.396 0.694568    
## Solano.l1         0.3049383  0.1223355   2.493 0.017418 *  
## SantaBarbara.l1   0.1117417  0.0668375   1.672 0.103227    
## Monterey.l1      -0.1209686  0.0911170  -1.328 0.192662    
## Placer.l1         0.2044056  0.2018916   1.012 0.318079    
## SanLuisObispo.l1  0.2424012  0.0892961   2.715 0.010123 *  
## SantaCruz.l1      0.0265924  0.0484543   0.549 0.586521    
## Marin.l1         -0.0318664  0.0443696  -0.718 0.477268    
## Butte.l1         -0.1849998  0.1483004  -1.247 0.220281    
## Yolo.l1          -0.1164942  0.1068966  -1.090 0.283050    
## ElDorado.l1       0.3036747  0.1105269   2.748 0.009322 ** 
## Shasta.l1         0.0815641  0.1757927   0.464 0.645456    
## Madera.l1         0.7875699  0.2565444   3.070 0.004058 ** 
## Kings.l1          0.1698095  0.1027469   1.653 0.107089    
## Napa.l1          -0.1242506  0.0661494  -1.878 0.068453 .  
## Humboldt.l1      -0.0498800  0.0667729  -0.747 0.459909    
## Sutter.l1         0.4829513  0.1580215   3.056 0.004207 ** 
## Mendocino.l1     -0.0556825  0.0380297  -1.464 0.151822    
## SanBenito.l1      0.1776877  0.1009532   1.760 0.086886 .  
## LosAngeles.l2    -0.1115071  0.0609313  -1.830 0.075533 .  
## SanDiego.l2       0.3699506  0.1307130   2.830 0.007561 ** 
## Orange.l2        -0.0525838  0.0900721  -0.584 0.562998    
## Riverside.l2      0.2006631  0.2020423   0.993 0.327254    
## SanBernadino.l2   0.1182032  0.1063200   1.112 0.273607    
## SantaClara.l2     0.0705831  0.0433474   1.628 0.112180    
## Alameda.l2       -0.0427780  0.0907521  -0.471 0.640220    
## Sacramento.l2    -0.2862327  0.2284473  -1.253 0.218302    
## Fresno.l2        -0.4846558  0.2982271  -1.625 0.112861    
## Kern.l2           0.4164969  0.2051650   2.030 0.049790 *  
## SanFrancisco.l2  -0.0404178  0.0472964  -0.855 0.398444    
## Ventura.l2        0.0293437  0.1361003   0.216 0.830514    
## SanJoaquin.l2     0.1269290  0.1563829   0.812 0.422324    
## SanMateo.l2       0.0617455  0.0535089   1.154 0.256132    
## Stanislaus.l2    -0.3103424  0.1579348  -1.965 0.057167 .  
## Sonoma.l2        -0.1069080  0.0863713  -1.238 0.223813    
## Tulare.l2         0.0367207  0.3080301   0.119 0.905771    
## Solano.l2        -0.0086811  0.1356536  -0.064 0.949328    
## SantaBarbara.l2   0.0486545  0.0784319   0.620 0.538941    
## Monterey.l2      -0.1593213  0.0900966  -1.768 0.085478 .  
## Placer.l2         0.0172151  0.2060234   0.084 0.933870    
## SanLuisObispo.l2  0.0570766  0.0946165   0.603 0.550130    
## SantaCruz.l2     -0.0561232  0.0617823  -0.908 0.369707    
## Marin.l2          0.0196058  0.0570909   0.343 0.733285    
## Butte.l2          0.1827408  0.1647820   1.109 0.274790    
## Yolo.l2           0.1564930  0.1294266   1.209 0.234496    
## ElDorado.l2      -0.1296483  0.1069361  -1.212 0.233260    
## Shasta.l2        -0.5783877  0.2071227  -2.792 0.008322 ** 
## Madera.l2        -0.3787031  0.2606118  -1.453 0.154849    
## Kings.l2          0.3053498  0.1736381   1.759 0.087155 .  
## Napa.l2          -0.0395796  0.0725552  -0.546 0.588767    
## Humboldt.l2      -0.0160902  0.0919134  -0.175 0.862015    
## Sutter.l2         0.3811249  0.2536508   1.503 0.141675    
## Mendocino.l2      0.0611259  0.0490392   1.246 0.220642    
## SanBenito.l2     -0.0719986  0.0997240  -0.722 0.474972    
## LosAngeles.l3     0.0287242  0.0783229   0.367 0.715959    
## SanDiego.l3       0.0870128  0.1237019   0.703 0.486327    
## Orange.l3         0.1193754  0.0791410   1.508 0.140182    
## Riverside.l3     -0.3543438  0.1435731  -2.468 0.018471 *  
## SanBernadino.l3   0.1543262  0.1163961   1.326 0.193235    
## SantaClara.l3    -0.0349588  0.0377513  -0.926 0.360598    
## Alameda.l3        0.1701905  0.0904258   1.882 0.067926 .  
## Sacramento.l3     0.5716664  0.1909244   2.994 0.004952 ** 
## Fresno.l3         0.2559963  0.2592662   0.987 0.330043    
## Kern.l3          -0.7415871  0.2038501  -3.638 0.000854 ***
## SanFrancisco.l3   0.1270094  0.0462368   2.747 0.009335 ** 
## Ventura.l3       -0.2044704  0.1287881  -1.588 0.121111    
## SanJoaquin.l3     0.0509204  0.1664929   0.306 0.761487    
## SanMateo.l3      -0.0488514  0.0401911  -1.215 0.232095    
## Stanislaus.l3    -0.0434769  0.1881070  -0.231 0.818523    
## Sonoma.l3        -0.0418217  0.0908536  -0.460 0.648055    
## Tulare.l3         0.0841587  0.2473961   0.340 0.735699    
## Solano.l3        -0.2744275  0.1910878  -1.436 0.159598    
## SantaBarbara.l3  -0.0241680  0.0770514  -0.314 0.755589    
## Monterey.l3       0.1136477  0.1037435   1.095 0.280587    
## Placer.l3        -0.2325511  0.1170090  -1.987 0.054519 .  
## SanLuisObispo.l3 -0.1987158  0.1199067  -1.657 0.106159    
## SantaCruz.l3     -0.1141800  0.0507953  -2.248 0.030805 *  
## Marin.l3          0.0059607  0.0626181   0.095 0.924691    
## Butte.l3          0.1372044  0.1366765   1.004 0.322145    
## Yolo.l3          -0.2575672  0.1314089  -1.960 0.057767 .  
## ElDorado.l3      -0.0904504  0.1060624  -0.853 0.399406    
## Shasta.l3         0.7125803  0.1728402   4.123 0.000210 ***
## Madera.l3        -0.3563794  0.2378717  -1.498 0.142799    
## Kings.l3         -0.0679213  0.1737142  -0.391 0.698106    
## Napa.l3          -0.0114251  0.0805294  -0.142 0.887969    
## Humboldt.l3      -0.0036812  0.0901237  -0.041 0.967644    
## Sutter.l3         0.0937289  0.2912797   0.322 0.749478    
## Mendocino.l3      0.0260137  0.0442522   0.588 0.560303    
## SanBenito.l3      0.0031595  0.1200443   0.026 0.979148    
## LosAngeles.l4    -0.0401525  0.0696691  -0.576 0.567977    
## SanDiego.l4      -0.2399690  0.1326126  -1.810 0.078722 .  
## Orange.l4        -0.0200929  0.0688221  -0.292 0.771998    
## Riverside.l4     -0.6072815  0.2086243  -2.911 0.006149 ** 
## SanBernadino.l4  -0.4210675  0.1281728  -3.285 0.002277 ** 
## SantaClara.l4    -0.0140664  0.0413223  -0.340 0.735528    
## Alameda.l4       -0.1048494  0.0741233  -1.415 0.165798    
## Sacramento.l4     0.3402482  0.1569136   2.168 0.036817 *  
## Fresno.l4        -0.1002441  0.1845160  -0.543 0.590285    
## Kern.l4          -0.0477335  0.1741055  -0.274 0.785525    
## SanFrancisco.l4   0.0059452  0.0408636   0.145 0.885136    
## Ventura.l4        0.0602886  0.1289735   0.467 0.642996    
## SanJoaquin.l4    -0.0019149  0.1703297  -0.011 0.991092    
## SanMateo.l4       0.0175118  0.0368695   0.475 0.637679    
## Stanislaus.l4     0.4440478  0.1478627   3.003 0.004838 ** 
## Sonoma.l4        -0.0930984  0.0770420  -1.208 0.234767    
## Tulare.l4        -0.5996015  0.2513845  -2.385 0.022457 *  
## Solano.l4         0.1815294  0.1481588   1.225 0.228443    
## SantaBarbara.l4  -0.0117219  0.1024022  -0.114 0.909502    
## Monterey.l4       0.1629954  0.0831780   1.960 0.057821 .  
## Placer.l4         0.1732555  0.1421300   1.219 0.230774    
## SanLuisObispo.l4  0.1891920  0.1214056   1.558 0.127900    
## SantaCruz.l4      0.0233192  0.0454021   0.514 0.610660    
## Marin.l4         -0.1004498  0.0464843  -2.161 0.037429 *  
## Butte.l4          0.2981215  0.1383897   2.154 0.037991 *  
## Yolo.l4          -0.1170751  0.1884391  -0.621 0.538324    
## ElDorado.l4       0.0578685  0.0978794   0.591 0.558066    
## Shasta.l4        -0.0685985  0.1889022  -0.363 0.718622    
## Madera.l4         0.7217532  0.2632148   2.742 0.009450 ** 
## Kings.l4          0.2326805  0.1886117   1.234 0.225328    
## Napa.l4           0.0767226  0.0753679   1.018 0.315483    
## Humboldt.l4       0.0152147  0.0736313   0.207 0.837461    
## Sutter.l4        -0.5783737  0.3027812  -1.910 0.064099 .  
## Mendocino.l4     -0.0544566  0.0563230  -0.967 0.340064    
## SanBenito.l4      0.0849080  0.1271011   0.668 0.508372    
## LosAngeles.l5     0.0668189  0.0630893   1.059 0.296602    
## SanDiego.l5       0.2760106  0.1178779   2.341 0.024860 *  
## Orange.l5         0.1459335  0.0704531   2.071 0.045551 *  
## Riverside.l5      0.2554062  0.1562266   1.635 0.110797    
## SanBernadino.l5   0.1180616  0.1226706   0.962 0.342255    
## SantaClara.l5     0.0156817  0.0413696   0.379 0.706868    
## Alameda.l5       -0.0328318  0.0629328  -0.522 0.605077    
## Sacramento.l5     0.0993347  0.1828277   0.543 0.590255    
## Fresno.l5         0.1907028  0.2406932   0.792 0.433372    
## Kern.l5           0.5222593  0.2110403   2.475 0.018181 *  
## SanFrancisco.l5  -0.0949672  0.0368277  -2.579 0.014152 *  
## Ventura.l5       -0.1256319  0.0967231  -1.299 0.202243    
## SanJoaquin.l5     0.0760353  0.1670818   0.455 0.651786    
## SanMateo.l5       0.0071598  0.0478167   0.150 0.881811    
## Stanislaus.l5    -0.3599366  0.1478988  -2.434 0.020039 *  
## Sonoma.l5        -0.0689355  0.0866021  -0.796 0.431248    
## Tulare.l5         0.2294831  0.3294240   0.697 0.490515    
## Solano.l5         0.4015921  0.1402581   2.863 0.006950 ** 
## SantaBarbara.l5  -0.0603425  0.0923915  -0.653 0.517830    
## Monterey.l5      -0.2453507  0.0702429  -3.493 0.001284 ** 
## Placer.l5         0.0979986  0.1239762   0.790 0.434434    
## SanLuisObispo.l5  0.1034063  0.1096027   0.943 0.351733    
## SantaCruz.l5     -0.0002192  0.0383321  -0.006 0.995469    
## Marin.l5          0.0027378  0.0366074   0.075 0.940798    
## Butte.l5         -0.2971112  0.2134608  -1.392 0.172500    
## Yolo.l5          -0.1940237  0.1845202  -1.052 0.300034    
## ElDorado.l5      -0.0708175  0.1248615  -0.567 0.574120    
## Shasta.l5        -0.2079134  0.1882531  -1.104 0.276732    
## Madera.l5        -0.0920612  0.2559378  -0.360 0.721172    
## Kings.l5         -0.4002078  0.1750970  -2.286 0.028268 *  
## Napa.l5          -0.0152993  0.0729518  -0.210 0.835070    
## Humboldt.l5       0.3254047  0.0743453   4.377  9.9e-05 ***
## Sutter.l5        -0.1201876  0.2135822  -0.563 0.577111    
## Mendocino.l5      0.0298342  0.0642741   0.464 0.645320    
## SanBenito.l5     -0.0304566  0.1309021  -0.233 0.817338    
## LosAngeles.l6    -0.0671727  0.0649927  -1.034 0.308243    
## SanDiego.l6      -0.1147433  0.0955495  -1.201 0.237641    
## Orange.l6         0.0083129  0.0655973   0.127 0.899862    
## Riverside.l6      0.3257513  0.1982156   1.643 0.109003    
## SanBernadino.l6  -0.1930879  0.1345821  -1.435 0.159997    
## SantaClara.l6     0.0300790  0.0274771   1.095 0.280921    
## Alameda.l6       -0.0188112  0.0555744  -0.338 0.736963    
## Sacramento.l6     0.0790556  0.1710000   0.462 0.646639    
## Fresno.l6        -0.3550831  0.1816820  -1.954 0.058453 .  
## Kern.l6          -0.0295745  0.1784170  -0.166 0.869273    
## SanFrancisco.l6   0.0997383  0.0401920   2.482 0.017886 *  
## Ventura.l6       -0.0086700  0.1503703  -0.058 0.954340    
## SanJoaquin.l6    -0.3155172  0.1380125  -2.286 0.028235 *  
## SanMateo.l6      -0.1519438  0.0410325  -3.703 0.000710 ***
## Stanislaus.l6     0.2215170  0.1977357   1.120 0.270018    
## Sonoma.l6         0.3344316  0.0916380   3.649 0.000827 ***
## Tulare.l6         0.0653225  0.2716083   0.241 0.811305    
## Solano.l6        -0.1031480  0.1013524  -1.018 0.315604    
## SantaBarbara.l6   0.0221699  0.1062843   0.209 0.835944    
## Monterey.l6       0.1634183  0.0619565   2.638 0.012251 *  
## Placer.l6        -0.5771290  0.1520695  -3.795 0.000546 ***
## SanLuisObispo.l6 -0.0611794  0.0912880  -0.670 0.507020    
## SantaCruz.l6      0.0548519  0.0356826   1.537 0.132983    
## Marin.l6          0.1122361  0.0363091   3.091 0.003836 ** 
## Butte.l6         -0.0532708  0.1521430  -0.350 0.728277    
## Yolo.l6           0.4044763  0.1464240   2.762 0.008980 ** 
## ElDorado.l6      -0.0082941  0.1033548  -0.080 0.936484    
## Shasta.l6         0.2034823  0.1759812   1.156 0.255185    
## Madera.l6        -0.1491086  0.2354990  -0.633 0.530631    
## Kings.l6          0.1740937  0.1462052   1.191 0.241545    
## Napa.l6          -0.1561475  0.0879750  -1.775 0.084370 .  
## Humboldt.l6      -0.1675700  0.0817907  -2.049 0.047829 *  
## Sutter.l6         0.0811194  0.2070220   0.392 0.697487    
## Mendocino.l6      0.0635330  0.0470669   1.350 0.185493    
## SanBenito.l6     -0.0789417  0.0685036  -1.152 0.256763    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 105.9 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 7.595e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation Mendocino: 
## ========================================== 
## Mendocino = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     1.119067   0.285427   3.921 0.000380 ***
## SanDiego.l1      -0.632959   0.598803  -1.057 0.297535    
## Orange.l1        -0.467508   0.394803  -1.184 0.244112    
## Riverside.l1     -0.572611   0.988799  -0.579 0.566130    
## SanBernadino.l1  -0.520214   0.529215  -0.983 0.332172    
## SantaClara.l1    -0.061039   0.123601  -0.494 0.624419    
## Alameda.l1        0.728445   0.415766   1.752 0.088280 .  
## Sacramento.l1    -1.848784   1.143924  -1.616 0.114787    
## Fresno.l1        -0.160412   0.756213  -0.212 0.833206    
## Kern.l1          -0.215174   0.628107  -0.343 0.733910    
## SanFrancisco.l1  -0.040355   0.135069  -0.299 0.766830    
## Ventura.l1        0.224325   0.378809   0.592 0.557428    
## SanJoaquin.l1     1.572893   0.496609   3.167 0.003131 ** 
## SanMateo.l1       0.006368   0.192146   0.033 0.973744    
## Stanislaus.l1     0.198135   0.663812   0.298 0.767053    
## Sonoma.l1         0.312966   0.344419   0.909 0.369564    
## Tulare.l1        -2.200643   1.162146  -1.894 0.066336 .  
## Solano.l1        -1.124202   0.562565  -1.998 0.053275 .  
## SantaBarbara.l1  -0.455699   0.307355  -1.483 0.146870    
## Monterey.l1      -0.065970   0.419005  -0.157 0.875775    
## Placer.l1         1.068992   0.928407   1.151 0.257147    
## SanLuisObispo.l1 -1.051614   0.410632  -2.561 0.014775 *  
## SantaCruz.l1      0.629435   0.222819   2.825 0.007666 ** 
## Marin.l1         -0.299492   0.204036  -1.468 0.150831    
## Butte.l1          1.106081   0.681965   1.622 0.113551    
## Yolo.l1          -0.021775   0.491568  -0.044 0.964912    
## ElDorado.l1       0.060073   0.508262   0.118 0.906572    
## Shasta.l1         0.906568   0.808390   1.121 0.269521    
## Madera.l1         1.951472   1.179730   1.654 0.106788    
## Kings.l1         -0.642978   0.472486  -1.361 0.182023    
## Napa.l1           0.140085   0.304191   0.461 0.647915    
## Humboldt.l1      -0.096828   0.307058  -0.315 0.754322    
## Sutter.l1        -1.931894   0.726668  -2.659 0.011635 *  
## Mendocino.l1      0.436778   0.174881   2.498 0.017214 *  
## SanBenito.l1      0.762362   0.464238   1.642 0.109261    
## LosAngeles.l2     0.223362   0.280195   0.797 0.430581    
## SanDiego.l2       1.497706   0.601089   2.492 0.017459 *  
## Orange.l2         0.114884   0.414200   0.277 0.783088    
## Riverside.l2     -1.122982   0.929099  -1.209 0.234666    
## SanBernadino.l2   0.417305   0.488916   0.854 0.399009    
## SantaClara.l2    -0.673657   0.199335  -3.380 0.001758 ** 
## Alameda.l2       -0.323836   0.417327  -0.776 0.442831    
## Sacramento.l2    -3.042400   1.050524  -2.896 0.006388 ** 
## Fresno.l2         3.265105   1.371409   2.381 0.022686 *  
## Kern.l2           0.173171   0.943459   0.184 0.855397    
## SanFrancisco.l2  -0.085947   0.217494  -0.395 0.695049    
## Ventura.l2       -1.336944   0.625863  -2.136 0.039537 *  
## SanJoaquin.l2    -1.317631   0.719133  -1.832 0.075197 .  
## SanMateo.l2      -0.253455   0.246063  -1.030 0.309861    
## Stanislaus.l2     1.363660   0.726270   1.878 0.068553 .  
## Sonoma.l2         0.003123   0.397182   0.008 0.993769    
## Tulare.l2        -1.005874   1.416489  -0.710 0.482206    
## Solano.l2         1.003741   0.623808   1.609 0.116340    
## SantaBarbara.l2  -0.049614   0.360672  -0.138 0.891354    
## Monterey.l2      -0.119819   0.414313  -0.289 0.774087    
## Placer.l2         1.467918   0.947407   1.549 0.130031    
## SanLuisObispo.l2  0.456327   0.435098   1.049 0.301264    
## SantaCruz.l2      0.093843   0.284108   0.330 0.743083    
## Marin.l2          0.250497   0.262535   0.954 0.346371    
## Butte.l2         -0.217249   0.757757  -0.287 0.775986    
## Yolo.l2          -0.176740   0.595174  -0.297 0.768208    
## ElDorado.l2       0.232247   0.491750   0.472 0.639572    
## Shasta.l2        -2.720770   0.952462  -2.857 0.007070 ** 
## Madera.l2        -0.121970   1.198434  -0.102 0.919500    
## Kings.l2          0.245913   0.798482   0.308 0.759875    
## Napa.l2           0.729314   0.333648   2.186 0.035410 *  
## Humboldt.l2      -0.754351   0.422668  -1.785 0.082733 .  
## Sutter.l2        -0.275327   1.166423  -0.236 0.814737    
## Mendocino.l2      0.195029   0.225509   0.865 0.392854    
## SanBenito.l2      0.141871   0.458585   0.309 0.758826    
## LosAngeles.l3    -0.290966   0.360171  -0.808 0.424481    
## SanDiego.l3       1.171279   0.568848   2.059 0.046781 *  
## Orange.l3         0.326558   0.363933   0.897 0.375519    
## Riverside.l3     -0.219032   0.660227  -0.332 0.742000    
## SanBernadino.l3  -0.171898   0.535252  -0.321 0.749952    
## SantaClara.l3     0.396218   0.173601   2.282 0.028481 *  
## Alameda.l3        0.617247   0.415827   1.484 0.146411    
## Sacramento.l3     1.060965   0.877973   1.208 0.234762    
## Fresno.l3        -0.690934   1.192246  -0.580 0.565846    
## Kern.l3          -1.082489   0.937413  -1.155 0.255796    
## SanFrancisco.l3   0.191718   0.212622   0.902 0.373216    
## Ventura.l3       -0.321353   0.592237  -0.543 0.590743    
## SanJoaquin.l3    -0.606475   0.765624  -0.792 0.433473    
## SanMateo.l3       0.061050   0.184820   0.330 0.743074    
## Stanislaus.l3     0.254516   0.865017   0.294 0.770271    
## Sonoma.l3        -0.129546   0.417794  -0.310 0.758295    
## Tulare.l3         2.161133   1.137661   1.900 0.065516 .  
## Solano.l3         0.408237   0.878725   0.465 0.645031    
## SantaBarbara.l3  -0.039218   0.354324  -0.111 0.912481    
## Monterey.l3      -0.950870   0.477069  -1.993 0.053866 .  
## Placer.l3        -0.118217   0.538070  -0.220 0.827342    
## SanLuisObispo.l3 -0.300210   0.551396  -0.544 0.589486    
## SantaCruz.l3     -0.056091   0.233584  -0.240 0.811591    
## Marin.l3         -0.450022   0.287952  -1.563 0.126840    
## Butte.l3         -0.544442   0.628512  -0.866 0.392096    
## Yolo.l3          -0.170807   0.604289  -0.283 0.779059    
## ElDorado.l3      -0.272874   0.487732  -0.559 0.579302    
## Shasta.l3         2.165338   0.794813   2.724 0.009879 ** 
## Madera.l3         1.927280   1.093862   1.762 0.086576 .  
## Kings.l3         -0.000429   0.798832  -0.001 0.999574    
## Napa.l3          -0.437006   0.370318  -1.180 0.245706    
## Humboldt.l3       0.482189   0.414438   1.163 0.252289    
## Sutter.l3        -0.553546   1.339461  -0.413 0.681867    
## Mendocino.l3     -0.767752   0.203496  -3.773 0.000582 ***
## SanBenito.l3     -0.765215   0.552029  -1.386 0.174216    
## LosAngeles.l4     0.199865   0.320376   0.624 0.536663    
## SanDiego.l4      -1.062613   0.609824  -1.742 0.089961 .  
## Orange.l4        -0.469805   0.316481  -1.484 0.146390    
## Riverside.l4      0.474663   0.959367   0.495 0.623771    
## SanBernadino.l4  -0.904952   0.589407  -1.535 0.133439    
## SantaClara.l4    -0.031360   0.190022  -0.165 0.869840    
## Alameda.l4        0.293579   0.340859   0.861 0.394777    
## Sacramento.l4    -1.457346   0.721573  -2.020 0.050908 .  
## Fresno.l4        -0.386222   0.848504  -0.455 0.651713    
## Kern.l4          -1.805436   0.800631  -2.255 0.030309 *  
## SanFrancisco.l4   0.129651   0.187913   0.690 0.494646    
## Ventura.l4       -0.489964   0.593090  -0.826 0.414177    
## SanJoaquin.l4     1.755618   0.783268   2.241 0.031258 *  
## SanMateo.l4       0.261647   0.169546   1.543 0.131522    
## Stanislaus.l4     1.513008   0.679952   2.225 0.032425 *  
## Sonoma.l4        -0.297977   0.354280  -0.841 0.405858    
## Tulare.l4        -0.740045   1.156001  -0.640 0.526111    
## Solano.l4         0.480128   0.681314   0.705 0.485526    
## SantaBarbara.l4   0.166657   0.470900   0.354 0.725470    
## Monterey.l4       0.364149   0.382497   0.952 0.347430    
## Placer.l4         0.689943   0.653590   1.056 0.298175    
## SanLuisObispo.l4  0.854761   0.558289   1.531 0.134501    
## SantaCruz.l4      0.111214   0.208784   0.533 0.597531    
## Marin.l4         -0.596738   0.213760  -2.792 0.008341 ** 
## Butte.l4         -0.216759   0.636390  -0.341 0.735379    
## Yolo.l4          -1.716055   0.866545  -1.980 0.055347 .  
## ElDorado.l4       0.548040   0.450102   1.218 0.231301    
## Shasta.l4         2.703000   0.868674   3.112 0.003632 ** 
## Madera.l4        -2.047277   1.210404  -1.691 0.099401 .  
## Kings.l4         -0.561585   0.867338  -0.647 0.521428    
## Napa.l4          -0.050784   0.346582  -0.147 0.884321    
## Humboldt.l4       0.046780   0.338596   0.138 0.890886    
## Sutter.l4         1.167278   1.392351   0.838 0.407366    
## Mendocino.l4      0.077247   0.259003   0.298 0.767228    
## SanBenito.l4      1.085487   0.584480   1.857 0.071481 .  
## LosAngeles.l5     0.416215   0.290119   1.435 0.160021    
## SanDiego.l5       1.375291   0.542066   2.537 0.015652 *  
## Orange.l5        -0.207416   0.323981  -0.640 0.526090    
## Riverside.l5     -0.580126   0.718414  -0.808 0.424677    
## SanBernadino.l5   0.755908   0.564105   1.340 0.188639    
## SantaClara.l5    -0.399735   0.190240  -2.101 0.042687 *  
## Alameda.l5       -0.427294   0.289399  -1.476 0.148508    
## Sacramento.l5    -0.014268   0.840741  -0.017 0.986554    
## Fresno.l5        -0.988308   1.106837  -0.893 0.377835    
## Kern.l5           0.951985   0.970477   0.981 0.333167    
## SanFrancisco.l5  -0.236107   0.169354  -1.394 0.171813    
## Ventura.l5        0.875155   0.444785   1.968 0.056857 .  
## SanJoaquin.l5    -1.328225   0.768332  -1.729 0.092430 .  
## SanMateo.l5       0.084563   0.219887   0.385 0.702815    
## Stanislaus.l5    -1.616960   0.680118  -2.377 0.022866 *  
## Sonoma.l5         0.333918   0.398243   0.838 0.407295    
## Tulare.l5        -0.174902   1.514869  -0.115 0.908725    
## Solano.l5         1.258721   0.644982   1.952 0.058805 .  
## SantaBarbara.l5   0.515898   0.424866   1.214 0.232554    
## Monterey.l5      -0.337684   0.323015  -1.045 0.302800    
## Placer.l5         0.248158   0.570109   0.435 0.665956    
## SanLuisObispo.l5 -0.036781   0.504012  -0.073 0.942230    
## SantaCruz.l5      0.216650   0.176272   1.229 0.227019    
## Marin.l5         -0.188810   0.168341  -1.122 0.269461    
## Butte.l5         -0.542257   0.981608  -0.552 0.584076    
## Yolo.l5          -1.605133   0.848523  -1.892 0.066600 .  
## ElDorado.l5      -0.031999   0.574181  -0.056 0.955865    
## Shasta.l5        -2.290058   0.865689  -2.645 0.012020 *  
## Madera.l5         1.142756   1.176940   0.971 0.338049    
## Kings.l5          0.908237   0.805190   1.128 0.266791    
## Napa.l5           0.439998   0.335471   1.312 0.197965    
## Humboldt.l5       0.659284   0.341880   1.928 0.061720 .  
## Sutter.l5         0.806430   0.982166   0.821 0.417009    
## Mendocino.l5     -0.091186   0.295567  -0.309 0.759471    
## SanBenito.l5     -0.711973   0.601959  -1.183 0.244657    
## LosAngeles.l6     0.440670   0.298871   1.474 0.149053    
## SanDiego.l6       1.070328   0.439388   2.436 0.019931 *  
## Orange.l6         0.936833   0.301652   3.106 0.003690 ** 
## Riverside.l6     -1.948091   0.911502  -2.137 0.039444 *  
## SanBernadino.l6  -1.421702   0.618881  -2.297 0.027529 *  
## SantaClara.l6     0.085353   0.126354   0.676 0.503670    
## Alameda.l6        0.036920   0.255561   0.144 0.885937    
## Sacramento.l6     2.503978   0.786350   3.184 0.002991 ** 
## Fresno.l6         2.893217   0.835472   3.463 0.001396 ** 
## Kern.l6          -0.055273   0.820458  -0.067 0.946661    
## SanFrancisco.l6   0.122328   0.184825   0.662 0.512277    
## Ventura.l6       -1.485391   0.691484  -2.148 0.038507 *  
## SanJoaquin.l6    -1.184534   0.634656  -1.866 0.070145 .  
## SanMateo.l6      -0.020130   0.188689  -0.107 0.915634    
## Stanislaus.l6     1.109774   0.909296   1.220 0.230219    
## Sonoma.l6        -0.184911   0.421401  -0.439 0.663428    
## Tulare.l6         2.684693   1.249001   2.149 0.038392 *  
## Solano.l6         0.100424   0.466073   0.215 0.830618    
## SantaBarbara.l6  -0.712063   0.488753  -1.457 0.153812    
## Monterey.l6      -0.134872   0.284910  -0.473 0.638796    
## Placer.l6         1.154338   0.699298   1.651 0.107497    
## SanLuisObispo.l6 -0.797464   0.419791  -1.900 0.065511 .  
## SantaCruz.l6     -0.191986   0.164088  -1.170 0.249681    
## Marin.l6         -0.096599   0.166969  -0.579 0.566497    
## Butte.l6         -1.602548   0.699635  -2.291 0.027952 *  
## Yolo.l6           0.193777   0.673337   0.288 0.775160    
## ElDorado.l6      -2.011849   0.475281  -4.233 0.000152 ***
## Shasta.l6         1.965181   0.809257   2.428 0.020291 *  
## Madera.l6         1.252123   1.082951   1.156 0.255209    
## Kings.l6         -0.655802   0.672330  -0.975 0.335863    
## Napa.l6           0.278828   0.404556   0.689 0.495104    
## Humboldt.l6       0.294347   0.376118   0.783 0.438984    
## Sutter.l6        -2.827897   0.951999  -2.970 0.005268 ** 
## Mendocino.l6      0.329977   0.216439   1.525 0.136103    
## SanBenito.l6      0.822003   0.315017   2.609 0.013130 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 487.1 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 8.862e+05 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## Estimation results for equation SanBenito: 
## ========================================== 
## SanBenito = LosAngeles.l1 + SanDiego.l1 + Orange.l1 + Riverside.l1 + SanBernadino.l1 + SantaClara.l1 + Alameda.l1 + Sacramento.l1 + Fresno.l1 + Kern.l1 + SanFrancisco.l1 + Ventura.l1 + SanJoaquin.l1 + SanMateo.l1 + Stanislaus.l1 + Sonoma.l1 + Tulare.l1 + Solano.l1 + SantaBarbara.l1 + Monterey.l1 + Placer.l1 + SanLuisObispo.l1 + SantaCruz.l1 + Marin.l1 + Butte.l1 + Yolo.l1 + ElDorado.l1 + Shasta.l1 + Madera.l1 + Kings.l1 + Napa.l1 + Humboldt.l1 + Sutter.l1 + Mendocino.l1 + SanBenito.l1 + LosAngeles.l2 + SanDiego.l2 + Orange.l2 + Riverside.l2 + SanBernadino.l2 + SantaClara.l2 + Alameda.l2 + Sacramento.l2 + Fresno.l2 + Kern.l2 + SanFrancisco.l2 + Ventura.l2 + SanJoaquin.l2 + SanMateo.l2 + Stanislaus.l2 + Sonoma.l2 + Tulare.l2 + Solano.l2 + SantaBarbara.l2 + Monterey.l2 + Placer.l2 + SanLuisObispo.l2 + SantaCruz.l2 + Marin.l2 + Butte.l2 + Yolo.l2 + ElDorado.l2 + Shasta.l2 + Madera.l2 + Kings.l2 + Napa.l2 + Humboldt.l2 + Sutter.l2 + Mendocino.l2 + SanBenito.l2 + LosAngeles.l3 + SanDiego.l3 + Orange.l3 + Riverside.l3 + SanBernadino.l3 + SantaClara.l3 + Alameda.l3 + Sacramento.l3 + Fresno.l3 + Kern.l3 + SanFrancisco.l3 + Ventura.l3 + SanJoaquin.l3 + SanMateo.l3 + Stanislaus.l3 + Sonoma.l3 + Tulare.l3 + Solano.l3 + SantaBarbara.l3 + Monterey.l3 + Placer.l3 + SanLuisObispo.l3 + SantaCruz.l3 + Marin.l3 + Butte.l3 + Yolo.l3 + ElDorado.l3 + Shasta.l3 + Madera.l3 + Kings.l3 + Napa.l3 + Humboldt.l3 + Sutter.l3 + Mendocino.l3 + SanBenito.l3 + LosAngeles.l4 + SanDiego.l4 + Orange.l4 + Riverside.l4 + SanBernadino.l4 + SantaClara.l4 + Alameda.l4 + Sacramento.l4 + Fresno.l4 + Kern.l4 + SanFrancisco.l4 + Ventura.l4 + SanJoaquin.l4 + SanMateo.l4 + Stanislaus.l4 + Sonoma.l4 + Tulare.l4 + Solano.l4 + SantaBarbara.l4 + Monterey.l4 + Placer.l4 + SanLuisObispo.l4 + SantaCruz.l4 + Marin.l4 + Butte.l4 + Yolo.l4 + ElDorado.l4 + Shasta.l4 + Madera.l4 + Kings.l4 + Napa.l4 + Humboldt.l4 + Sutter.l4 + Mendocino.l4 + SanBenito.l4 + LosAngeles.l5 + SanDiego.l5 + Orange.l5 + Riverside.l5 + SanBernadino.l5 + SantaClara.l5 + Alameda.l5 + Sacramento.l5 + Fresno.l5 + Kern.l5 + SanFrancisco.l5 + Ventura.l5 + SanJoaquin.l5 + SanMateo.l5 + Stanislaus.l5 + Sonoma.l5 + Tulare.l5 + Solano.l5 + SantaBarbara.l5 + Monterey.l5 + Placer.l5 + SanLuisObispo.l5 + SantaCruz.l5 + Marin.l5 + Butte.l5 + Yolo.l5 + ElDorado.l5 + Shasta.l5 + Madera.l5 + Kings.l5 + Napa.l5 + Humboldt.l5 + Sutter.l5 + Mendocino.l5 + SanBenito.l5 + LosAngeles.l6 + SanDiego.l6 + Orange.l6 + Riverside.l6 + SanBernadino.l6 + SantaClara.l6 + Alameda.l6 + Sacramento.l6 + Fresno.l6 + Kern.l6 + SanFrancisco.l6 + Ventura.l6 + SanJoaquin.l6 + SanMateo.l6 + Stanislaus.l6 + Sonoma.l6 + Tulare.l6 + Solano.l6 + SantaBarbara.l6 + Monterey.l6 + Placer.l6 + SanLuisObispo.l6 + SantaCruz.l6 + Marin.l6 + Butte.l6 + Yolo.l6 + ElDorado.l6 + Shasta.l6 + Madera.l6 + Kings.l6 + Napa.l6 + Humboldt.l6 + Sutter.l6 + Mendocino.l6 + SanBenito.l6 
## 
##                   Estimate Std. Error t value Pr(>|t|)    
## LosAngeles.l1     0.117646   0.155169   0.758 0.453277    
## SanDiego.l1      -0.904957   0.325532  -2.780 0.008591 ** 
## Orange.l1        -0.155324   0.214630  -0.724 0.473937    
## Riverside.l1      1.362603   0.537549   2.535 0.015739 *  
## SanBernadino.l1  -0.409685   0.287701  -1.424 0.163058    
## SantaClara.l1     0.035448   0.067194   0.528 0.601048    
## Alameda.l1       -0.218775   0.226027  -0.968 0.339543    
## Sacramento.l1    -0.352298   0.621881  -0.567 0.574567    
## Fresno.l1         0.201741   0.411106   0.491 0.626598    
## Kern.l1           0.219688   0.341463   0.643 0.524060    
## SanFrancisco.l1  -0.132655   0.073429  -1.807 0.079192 .  
## Ventura.l1        0.340542   0.205935   1.654 0.106896    
## SanJoaquin.l1     0.765425   0.269976   2.835 0.007467 ** 
## SanMateo.l1       0.117308   0.104458   1.123 0.268864    
## Stanislaus.l1     0.067622   0.360874   0.187 0.852411    
## Sonoma.l1        -0.106373   0.187239  -0.568 0.573486    
## Tulare.l1         0.516644   0.631787   0.818 0.418880    
## Solano.l1        -0.047024   0.305832  -0.154 0.878659    
## SantaBarbara.l1   0.051479   0.167090   0.308 0.759787    
## Monterey.l1       0.115539   0.227787   0.507 0.615091    
## Placer.l1        -0.413217   0.504717  -0.819 0.418339    
## SanLuisObispo.l1  0.090307   0.223235   0.405 0.688211    
## SantaCruz.l1      0.314004   0.121133   2.592 0.013693 *  
## Marin.l1         -0.015327   0.110922  -0.138 0.890871    
## Butte.l1         -0.241280   0.370742  -0.651 0.519306    
## Yolo.l1          -0.398985   0.267235  -1.493 0.144147    
## ElDorado.l1       0.636806   0.276311   2.305 0.027062 *  
## Shasta.l1        -0.181335   0.439471  -0.413 0.682331    
## Madera.l1         0.527641   0.641346   0.823 0.416090    
## Kings.l1         -0.419354   0.256861  -1.633 0.111269    
## Napa.l1          -0.116027   0.165370  -0.702 0.487427    
## Humboldt.l1      -0.160248   0.166928  -0.960 0.343468    
## Sutter.l1        -1.153655   0.395045  -2.920 0.006001 ** 
## Mendocino.l1      0.040184   0.095072   0.423 0.675048    
## SanBenito.l1      0.730338   0.252377   2.894 0.006425 ** 
## LosAngeles.l2    -0.360834   0.152325  -2.369 0.023330 *  
## SanDiego.l2       1.495127   0.326775   4.575 5.46e-05 ***
## Orange.l2        -0.497821   0.225175  -2.211 0.033488 *  
## Riverside.l2     -0.403331   0.505094  -0.799 0.429802    
## SanBernadino.l2   0.348004   0.265794   1.309 0.198728    
## SantaClara.l2     0.088874   0.108366   0.820 0.417540    
## Alameda.l2        0.168838   0.226875   0.744 0.461593    
## Sacramento.l2    -1.562193   0.571105  -2.735 0.009610 ** 
## Fresno.l2        -0.117241   0.745550  -0.157 0.875923    
## Kern.l2          -0.223269   0.512900  -0.435 0.665938    
## SanFrancisco.l2   0.047640   0.118238   0.403 0.689391    
## Ventura.l2        0.056057   0.340243   0.165 0.870057    
## SanJoaquin.l2    -1.230268   0.390948  -3.147 0.003306 ** 
## SanMateo.l2       0.073659   0.133769   0.551 0.585282    
## Stanislaus.l2     0.525504   0.394828   1.331 0.191567    
## Sonoma.l2         0.116083   0.215923   0.538 0.594151    
## Tulare.l2         0.712592   0.770057   0.925 0.360932    
## Solano.l2         0.003544   0.339126   0.010 0.991720    
## SantaBarbara.l2   0.183526   0.196075   0.936 0.355511    
## Monterey.l2      -0.229512   0.225236  -1.019 0.315011    
## Placer.l2         0.629387   0.515046   1.222 0.229649    
## SanLuisObispo.l2  0.224693   0.236536   0.950 0.348480    
## SantaCruz.l2     -0.310113   0.154452  -2.008 0.052212 .  
## Marin.l2         -0.199280   0.142724  -1.396 0.171187    
## Butte.l2         -0.167336   0.411945  -0.406 0.686994    
## Yolo.l2           0.261335   0.323559   0.808 0.424575    
## ElDorado.l2      -0.026031   0.267334  -0.097 0.922970    
## Shasta.l2        -1.287609   0.517795  -2.487 0.017666 *  
## Madera.l2        -0.738186   0.651514  -1.133 0.264691    
## Kings.l2          0.779318   0.434085   1.795 0.081003 .  
## Napa.l2           0.091244   0.181384   0.503 0.617996    
## Humboldt.l2      -0.162062   0.229778  -0.705 0.485164    
## Sutter.l2         1.484055   0.634112   2.340 0.024925 *  
## Mendocino.l2      0.262733   0.122595   2.143 0.038936 *  
## SanBenito.l2     -0.074017   0.249304  -0.297 0.768253    
## LosAngeles.l3     0.136476   0.195803   0.697 0.490276    
## SanDiego.l3      -0.595132   0.309247  -1.924 0.062230 .  
## Orange.l3         0.227789   0.197848   1.151 0.257185    
## Riverside.l3     -0.266216   0.358924  -0.742 0.463078    
## SanBernadino.l3   0.122880   0.290984   0.422 0.675324    
## SantaClara.l3    -0.068930   0.094376  -0.730 0.469885    
## Alameda.l3        0.182039   0.226059   0.805 0.425949    
## Sacramento.l3     0.960208   0.477300   2.012 0.051777 .  
## Fresno.l3         0.833550   0.648150   1.286 0.206638    
## Kern.l3          -1.495510   0.509613  -2.935 0.005783 ** 
## SanFrancisco.l3   0.151133   0.115589   1.308 0.199330    
## Ventura.l3       -0.927030   0.321963  -2.879 0.006670 ** 
## SanJoaquin.l3     0.070081   0.416223   0.168 0.867231    
## SanMateo.l3      -0.114389   0.100475  -1.138 0.262440    
## Stanislaus.l3     0.012119   0.470256   0.026 0.979582    
## Sonoma.l3        -0.195899   0.227129  -0.863 0.394121    
## Tulare.l3         0.565329   0.618476   0.914 0.366763    
## Solano.l3        -0.398642   0.477708  -0.834 0.409509    
## SantaBarbara.l3  -0.057829   0.192624  -0.300 0.765740    
## Monterey.l3       0.091731   0.259353   0.354 0.725632    
## Placer.l3        -0.162434   0.292516  -0.555 0.582124    
## SanLuisObispo.l3  0.195079   0.299760   0.651 0.519317    
## SantaCruz.l3     -0.035936   0.126985  -0.283 0.778803    
## Marin.l3          0.028094   0.156542   0.179 0.858578    
## Butte.l3         -0.625333   0.341683  -1.830 0.075517 .  
## Yolo.l3          -0.156251   0.328515  -0.476 0.637212    
## ElDorado.l3       0.356933   0.265150   1.346 0.186669    
## Shasta.l3         0.448474   0.432091   1.038 0.306230    
## Madera.l3         0.201732   0.594665   0.339 0.736403    
## Kings.l3          0.410602   0.434275   0.945 0.350713    
## Napa.l3           0.101408   0.201319   0.504 0.617528    
## Humboldt.l3       0.478715   0.225304   2.125 0.040542 *  
## Sutter.l3        -1.147755   0.728182  -1.576 0.123730    
## Mendocino.l3     -0.114095   0.110628  -1.031 0.309260    
## SanBenito.l3      0.217659   0.300104   0.725 0.472970    
## LosAngeles.l4     0.061234   0.174169   0.352 0.727205    
## SanDiego.l4      -0.925240   0.331524  -2.791 0.008357 ** 
## Orange.l4        -0.167116   0.172051  -0.971 0.337874    
## Riverside.l4     -0.049302   0.521549  -0.095 0.925213    
## SanBernadino.l4  -0.601040   0.320424  -1.876 0.068816 .  
## SantaClara.l4    -0.014722   0.103303  -0.143 0.887472    
## Alameda.l4        0.042479   0.185304   0.229 0.819979    
## Sacramento.l4     0.380524   0.392275   0.970 0.338497    
## Fresno.l4        -0.928883   0.461279  -2.014 0.051561 .  
## Kern.l4           0.079896   0.435254   0.184 0.855387    
## SanFrancisco.l4  -0.095490   0.102157  -0.935 0.356150    
## Ventura.l4        0.509329   0.322426   1.580 0.122929    
## SanJoaquin.l4     0.360984   0.425814   0.848 0.402179    
## SanMateo.l4      -0.107044   0.092172  -1.161 0.253140    
## Stanislaus.l4     0.780025   0.369648   2.110 0.041858 *  
## Sonoma.l4        -0.322838   0.192600  -1.676 0.102363    
## Tulare.l4        -1.775638   0.628446  -2.825 0.007655 ** 
## Solano.l4         0.311820   0.370388   0.842 0.405416    
## SantaBarbara.l4   0.197756   0.255999   0.772 0.444869    
## Monterey.l4       0.440397   0.207940   2.118 0.041156 *  
## Placer.l4        -0.329619   0.355317  -0.928 0.359754    
## SanLuisObispo.l4  0.067041   0.303507   0.221 0.826428    
## SantaCruz.l4      0.141721   0.113503   1.249 0.219867    
## Marin.l4         -0.042011   0.116208  -0.362 0.719824    
## Butte.l4          0.339585   0.345966   0.982 0.332870    
## Yolo.l4          -0.243152   0.471087  -0.516 0.608904    
## ElDorado.l4       0.329729   0.244693   1.348 0.186232    
## Shasta.l4         0.457650   0.472244   0.969 0.338963    
## Madera.l4         1.157850   0.658022   1.760 0.086973 .  
## Kings.l4          0.060019   0.471518   0.127 0.899421    
## Napa.l4           0.118865   0.188415   0.631 0.532111    
## Humboldt.l4       0.114613   0.184074   0.623 0.537442    
## Sutter.l4         0.088185   0.756935   0.117 0.907901    
## Mendocino.l4      0.046334   0.140804   0.329 0.744012    
## SanBenito.l4     -0.094316   0.317745  -0.297 0.768302    
## LosAngeles.l5    -0.011414   0.157720  -0.072 0.942708    
## SanDiego.l5       1.200942   0.294688   4.075 0.000242 ***
## Orange.l5         0.111073   0.176129   0.631 0.532264    
## Riverside.l5     -0.356290   0.390557  -0.912 0.367701    
## SanBernadino.l5   0.016620   0.306669   0.054 0.957078    
## SantaClara.l5     0.039177   0.103422   0.379 0.707052    
## Alameda.l5       -0.207003   0.157328  -1.316 0.196580    
## Sacramento.l5     0.421678   0.457059   0.923 0.362363    
## Fresno.l5         0.092985   0.601719   0.155 0.878053    
## Kern.l5           0.253754   0.527589   0.481 0.633448    
## SanFrancisco.l5   0.017030   0.092067   0.185 0.854284    
## Ventura.l5        0.177490   0.241802   0.734 0.467686    
## SanJoaquin.l5     0.031106   0.417695   0.074 0.941049    
## SanMateo.l5       0.240460   0.119539   2.012 0.051798 .  
## Stanislaus.l5    -0.534887   0.369738  -1.447 0.156643    
## Sonoma.l5        -0.552259   0.216500  -2.551 0.015142 *  
## Tulare.l5        -0.111677   0.823541  -0.136 0.892888    
## Solano.l5         0.867788   0.350637   2.475 0.018172 *  
## SantaBarbara.l5  -0.058782   0.230973  -0.254 0.800559    
## Monterey.l5      -0.536184   0.175603  -3.053 0.004239 ** 
## Placer.l5         0.140901   0.309933   0.455 0.652114    
## SanLuisObispo.l5 -0.038491   0.274000  -0.140 0.889067    
## SantaCruz.l5     -0.200245   0.095828  -2.090 0.043779 *  
## Marin.l5         -0.227994   0.091516  -2.491 0.017474 *  
## Butte.l5          0.374509   0.533640   0.702 0.487316    
## Yolo.l5          -0.583486   0.461290  -1.265 0.214034    
## ElDorado.l5      -0.273878   0.312147  -0.877 0.386087    
## Shasta.l5        -0.107261   0.470622  -0.228 0.821004    
## Madera.l5         0.227137   0.639830   0.355 0.724664    
## Kings.l5         -0.472888   0.437732  -1.080 0.287187    
## Napa.l5           0.359333   0.182375   1.970 0.056533 .  
## Humboldt.l5      -0.001810   0.185859  -0.010 0.992283    
## Sutter.l5        -0.050267   0.533943  -0.094 0.925517    
## Mendocino.l5      0.317887   0.160682   1.978 0.055579 .  
## SanBenito.l5     -0.088972   0.327248  -0.272 0.787269    
## LosAngeles.l6    -0.082489   0.162478  -0.508 0.614766    
## SanDiego.l6       0.199919   0.238868   0.837 0.408147    
## Orange.l6         0.309561   0.163989   1.888 0.067149 .  
## Riverside.l6     -0.274573   0.495527  -0.554 0.582934    
## SanBernadino.l6  -0.739455   0.336447  -2.198 0.034477 *  
## SantaClara.l6     0.131682   0.068691   1.917 0.063200 .  
## Alameda.l6       -0.356960   0.138933  -2.569 0.014479 *  
## Sacramento.l6     1.015261   0.427490   2.375 0.023001 *  
## Fresno.l6        -0.250924   0.454194  -0.552 0.584048    
## Kern.l6          -0.306345   0.446032  -0.687 0.496595    
## SanFrancisco.l6   0.254221   0.100478   2.530 0.015919 *  
## Ventura.l6       -0.408260   0.375917  -1.086 0.284681    
## SanJoaquin.l6    -0.300073   0.345023  -0.870 0.390216    
## SanMateo.l6      -0.305518   0.102579  -2.978 0.005161 ** 
## Stanislaus.l6     0.173455   0.494328   0.351 0.727715    
## Sonoma.l6         0.264426   0.229090   1.154 0.256005    
## Tulare.l6         0.755897   0.679005   1.113 0.272983    
## Solano.l6         0.252668   0.253375   0.997 0.325320    
## SantaBarbara.l6  -0.072711   0.265705  -0.274 0.785915    
## Monterey.l6       0.013522   0.154888   0.087 0.930917    
## Placer.l6         0.114858   0.380165   0.302 0.764294    
## SanLuisObispo.l6  0.302863   0.228215   1.327 0.192833    
## SantaCruz.l6      0.077366   0.089204   0.867 0.391526    
## Marin.l6          0.017956   0.090771   0.198 0.844303    
## Butte.l6         -0.499716   0.380349  -1.314 0.197213    
## Yolo.l6          -0.205129   0.366052  -0.560 0.578689    
## ElDorado.l6      -0.595806   0.258381  -2.306 0.026984 *  
## Shasta.l6         0.421438   0.439943   0.958 0.344483    
## Madera.l6         0.578793   0.588734   0.983 0.332112    
## Kings.l6          0.826566   0.365504   2.261 0.029870 *  
## Napa.l6           0.047144   0.219932   0.214 0.831479    
## Humboldt.l6      -0.255891   0.204472  -1.251 0.218833    
## Sutter.l6        -1.028208   0.517543  -1.987 0.054606 .  
## Mendocino.l6      0.139381   0.117664   1.185 0.243950    
## SanBenito.l6      0.002206   0.171255   0.013 0.989796    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## 
## Residual standard error: 264.8 on 36 degrees of freedom
## Multiple R-Squared:     1,   Adjusted R-squared:     1 
## F-statistic: 5.045e+06 on 210 and 36 DF,  p-value: < 2.2e-16 
## 
## 
## 
## Covariance matrix of residuals:
##               LosAngeles SanDiego Orange Riverside SanBernadino SantaClara
## LosAngeles      158512.8    44806  45819   28623.1      22748.1     182744
## SanDiego         44806.2    50669  51621   22321.0      20762.9      93942
## Orange           45819.2    51621 177093   30114.3      67628.3      98265
## Riverside        28623.1    22321  30114   26204.3      19459.9      60426
## SanBernadino     22748.1    20763  67628   19459.9      40789.4      29248
## SantaClara      182744.2    93942  98265   60426.1      29247.5     713285
## Alameda         111322.7    63314  97574   29473.3      33923.5     144114
## Sacramento       24753.1    13873 -10901    7276.9       -606.8      36506
## Fresno            7678.7     5465   5033    4948.4       4970.6      17485
## Kern             19809.6    14745   9355   16223.0       9270.0      52003
## SanFrancisco     90886.3    88532  29744   29705.1       5566.7       3030
## Ventura          41251.4    49692  48974   25382.2      16398.9     114736
## SanJoaquin       39632.5    28896  21067   17153.1       9445.3      74017
## SanMateo        115665.0    91997  94319   21378.3      15706.9     115116
## Stanislaus       23691.9    18613   2850   11595.5       3973.1      89010
## Sonoma           34977.1    45354  25637   22109.7       9897.7      84098
## Tulare           10755.0     5941   5897    8083.9       7018.9      19362
## Solano           45163.5    26156  14560   11688.0       9835.7     116579
## SantaBarbara     44174.7    58013  61230   19380.1      24689.2     109881
## Monterey         40839.6    39627  63415   28758.7      26473.8     170077
## Placer           27585.5    19757   8467   12024.3       7421.2      54314
## SanLuisObispo    66636.8    19468  45077   13143.7      12925.4      46893
## SantaCruz        93712.5    76695 138110   48102.2      53308.4     187690
## Marin           117738.9    77019 113940    9507.0      28120.0     106756
## Butte            21341.0     8124  15541   12697.2      10714.8      -3431
## Yolo             39845.8    22259  -4082    9035.6       7473.8      59290
## ElDorado          9728.3    31161  33021   11622.5       6258.8      80644
## Shasta            -151.3     2615   7638     818.1       4938.5      -7156
## Madera           11828.9    12745  34100   12615.6      18306.4      49401
## Kings             5934.6    14669  10002    8866.6      10756.2      10423
## Napa             56570.9    22406  13219    -715.4      -2538.7      50809
## Humboldt         79573.2    35055   8038   26046.8      11555.2      49211
## Sutter           12021.5     8891  11519    9499.6       6177.0      49502
## Mendocino        86460.1    48533  45197   34091.8      23118.6      76581
## SanBenito        26879.5    30363  35139   27896.1      10625.1     141952
##               Alameda Sacramento Fresno    Kern SanFrancisco  Ventura
## LosAngeles     111323    24753.1   7679 19809.6        90886  41251.4
## SanDiego        63314    13872.6   5465 14744.8        88532  49692.0
## Orange          97574   -10901.0   5033  9354.7        29744  48974.0
## Riverside       29473     7276.9   4948 16223.0        29705  25382.2
## SanBernadino    33923     -606.8   4971  9270.0         5567  16398.9
## SantaClara     144114    36505.8  17485 52002.6         3030 114735.8
## Alameda        192881    22828.2   5989 12449.5       152485  68343.6
## Sacramento      22828    20423.3   4987 12939.7        39699  18362.5
## Fresno           5989     4986.9   8102  6661.6         3565   8737.7
## Kern            12450    12939.7   6662 22802.2        34720  21950.5
## SanFrancisco   152485    39698.5   3565 34720.2       463290  97682.0
## Ventura         68344    18362.5   8738 21950.5        97682  74233.0
## SanJoaquin      44995    14874.4   2090 13280.5        69897  35498.6
## SanMateo       261613    37260.9  -5938 -8705.0       271586  65341.3
## Stanislaus      17513    15498.6   6130 16209.0        22023  26557.8
## Sonoma          79044    25956.2   5333 18994.8       111795  52732.6
## Tulare           5037     5203.1   4846  9070.1         2340   8216.7
## Solano          45036    11723.5   5829 11760.5        43879  40100.9
## SantaBarbara    68481    15040.0  10882 17135.3       129863  63611.8
## Monterey        47455     8685.9  13328 24477.6        20608  61354.3
## Placer          31678    16233.1   6968 14636.7        40364  32095.3
## SanLuisObispo   62165     1701.5   8549  5910.6        37341  21130.6
## SantaCruz      145577     1819.8   8928 11089.0        78232  79869.2
## Marin          228758    29133.7  18594  4974.1       209793  98313.4
## Butte           20952     6348.7   8121  7329.0         9099  10575.6
## Yolo            14621    15606.4   9436 15699.0        48317  22980.9
## ElDorado        35077     6219.7   1060  2039.0        30761  29618.9
## Shasta          -6012      521.4   3070   466.3        -8424   -289.3
## Madera          11356      314.9   3991  8917.3         3366  16283.7
## Kings           13408    10719.1   6452 10822.3        27296  14651.8
## Napa            59639    20263.2   3795 -1142.1        73114  19845.9
## Humboldt        87520    23302.4   3303 23815.2       148929  46583.3
## Sutter           9912     7182.6   2222  7160.8        -7750   8451.4
## Mendocino      111069    12146.7   5113  9880.3       142973  69959.9
## SanBenito       40030     8111.5   9620 17598.8        20772  47931.7
##               SanJoaquin SanMateo Stanislaus    Sonoma  Tulare    Solano
## LosAngeles         39633   115665    23691.9  34977.13 10755.0  45163.47
## SanDiego           28896    91997    18613.2  45354.22  5941.5  26155.76
## Orange             21067    94319     2850.4  25636.81  5897.0  14559.85
## Riverside          17153    21378    11595.5  22109.66  8083.9  11688.02
## SanBernadino        9445    15707     3973.1   9897.74  7018.9   9835.65
## SantaClara         74017   115116    89010.3  84098.45 19362.4 116578.72
## Alameda            44995   261613    17512.8  79043.71  5036.7  45036.07
## Sacramento         14874    37261    15498.6  25956.16  5203.1  11723.46
## Fresno              2090    -5938     6130.5   5332.90  4845.6   5828.91
## Kern               13281    -8705    16209.0  18994.80  9070.1  11760.49
## SanFrancisco       69897   271586    22023.2 111795.36  2340.1  43878.71
## Ventura            35499    65341    26557.8  52732.63  8216.7  40100.92
## SanJoaquin         30277    61808    16757.1  33646.75  3875.0  23021.19
## SanMateo           61808   551504    12441.8 134492.60 -9729.7  21944.76
## Stanislaus         16757    12442    24205.0  26287.96  7150.6  19863.75
## Sonoma             33647   134493    26288.0  96925.17  5918.4  27912.92
## Tulare              3875    -9730     7150.6   5918.43  6263.1   4973.60
## Solano             23021    21945    19863.8  27912.92  4973.6  55338.23
## SantaBarbara       31809    81361    23250.4  50334.77  9013.0  33734.58
## Monterey           22182    -1491    29004.2  38852.47 13509.3  38948.27
## Placer             17677    20487    16707.1  26504.02  6558.2  21644.22
## SanLuisObispo       4733    55485     2312.9  19351.41  5971.7  -2168.66
## SantaCruz          37906   180325    17352.0  76483.44 10822.3  47659.26
## Marin              43262   294506    21615.3 118767.75  5598.6  55822.19
## Butte               2140    13265     2264.1  19227.95  7077.6    -23.76
## Yolo               17183    -1206    20263.3  24224.63  8736.2  25704.76
## ElDorado           15302    82059    12295.6  34878.01  2270.7  10904.33
## Shasta             -1494    -5555      302.6     52.63  1499.4  -5684.67
## Madera              7154    -8947     7615.0   7170.27  4151.3  12271.96
## Kings               7943    10992    10429.5  21581.80  6638.4   7644.13
## Napa               11814   127388     6803.7  24241.24  -186.8  -5550.35
## Humboldt           34406    86225    16359.2  43394.25  9177.1  34177.10
## Sutter              7912    20778     9096.4  14913.35  3065.5   2729.09
## Mendocino          36848    98458    11569.4  74896.77  5192.2  52259.70
## SanBenito          18974    21339    22177.5  45604.13  9402.1  28655.46
##               SantaBarbara Monterey  Placer SanLuisObispo SantaCruz  Marin
## LosAngeles           44175    40840 27585.5         66637     93713 117739
## SanDiego             58013    39627 19756.6         19468     76695  77019
## Orange               61230    63415  8467.2         45077    138110 113940
## Riverside            19380    28759 12024.3         13144     48102   9507
## SanBernadino         24689    26474  7421.2         12925     53308  28120
## SantaClara          109881   170077 54314.0         46893    187690 106756
## Alameda              68481    47455 31678.1         62165    145577 228758
## Sacramento           15040     8686 16233.1          1701      1820  29134
## Fresno               10882    13328  6968.0          8549      8928  18594
## Kern                 17135    24478 14636.7          5911     11089   4974
## SanFrancisco        129863    20608 40363.9         37341     78232 209793
## Ventura              63612    61354 32095.3         21131     79869  98313
## SanJoaquin           31809    22182 17677.0          4733     37906  43262
## SanMateo             81361    -1491 20487.4         55485    180325 294506
## Stanislaus           23250    29004 16707.1          2313     17352  21615
## Sonoma               50335    38852 26504.0         19351     76483 118768
## Tulare                9013    13509  6558.2          5972     10822   5599
## Solano               33735    38948 21644.2         -2169     47659  55822
## SantaBarbara         99791    57030 26236.1         25883     80569 117352
## Monterey             57030    86784 26118.9         31733     89281  72392
## Placer               26236    26119 23480.5         10183     26744  56266
## SanLuisObispo        25883    31733 10182.8         84698     80063 118378
## SantaCruz            80569    89281 26744.4         80063    253235 206900
## Marin               117352    72392 56265.7        118378    206900 467059
## Butte                 9390    16960  7552.8         28027     30747  36222
## Yolo                 35131    22211 18257.3         12680     20330  44149
## ElDorado             38313    29271  5693.8          3422     58154  39301
## Shasta                5227     4269   190.2          7577      1819   1966
## Madera               16123    26521  5916.7          3246     27263   3065
## Kings                25129    14533  9875.2         -2570      8434  15708
## Napa                 34873     3508  9670.8         46535     33419 102383
## Humboldt             43946    25321 27105.1         32829     42200  78426
## Sutter                4890    11111  4655.0          2096     17067  -3594
## Mendocino            66002    60824 31828.5         58319    116209 151418
## SanBenito            39007    62625 18454.2         26710     82971  50104
##                  Butte  Yolo ElDorado   Shasta  Madera Kings     Napa Humboldt
## LosAngeles    21340.98 39846     9728  -151.28 11828.9  5935  56570.9  79573.2
## SanDiego       8123.75 22259    31161  2615.49 12745.4 14669  22406.0  35054.7
## Orange        15541.01 -4082    33021  7637.81 34100.2 10002  13219.2   8038.4
## Riverside     12697.20  9036    11622   818.05 12615.6  8867   -715.4  26046.8
## SanBernadino  10714.84  7474     6259  4938.52 18306.4 10756  -2538.7  11555.2
## SantaClara    -3430.78 59290    80644 -7155.77 49401.3 10423  50809.2  49210.9
## Alameda       20951.79 14621    35077 -6012.20 11356.1 13408  59638.5  87519.8
## Sacramento     6348.66 15606     6220   521.43   314.9 10719  20263.2  23302.4
## Fresno         8121.21  9436     1060  3070.13  3991.3  6452   3795.1   3302.7
## Kern           7328.95 15699     2039   466.32  8917.3 10822  -1142.1  23815.2
## SanFrancisco   9099.36 48317    30761 -8424.15  3365.9 27296  73114.5 148928.9
## Ventura       10575.60 22981    29619  -289.32 16283.7 14652  19845.9  46583.3
## SanJoaquin     2139.93 17183    15302 -1494.08  7153.7  7943  11813.8  34406.2
## SanMateo      13264.88 -1206    82059 -5554.99 -8947.3 10992 127388.2  86225.3
## Stanislaus     2264.14 20263    12296   302.56  7615.0 10430   6803.7  16359.2
## Sonoma        19227.95 24225    34878    52.63  7170.3 21582  24241.2  43394.3
## Tulare         7077.60  8736     2271  1499.36  4151.3  6638   -186.8   9177.1
## Solano          -23.76 25705    10904 -5684.67 12272.0  7644  -5550.4  34177.1
## SantaBarbara   9389.85 35131    38313  5226.60 16123.4 25129  34872.7  43945.9
## Monterey      16960.29 22211    29271  4268.56 26521.0 14533   3508.0  25321.1
## Placer         7552.80 18257     5694   190.17  5916.7  9875   9670.8  27105.1
## SanLuisObispo 28026.96 12680     3422  7576.78  3246.1 -2570  46534.7  32828.6
## SantaCruz     30747.44 20330    58154  1819.20 27263.3  8434  33419.3  42200.1
## Marin         36221.78 44149    39301  1966.14  3064.5 15708 102383.0  78426.0
## Butte         25090.86  5487     4593  5697.48  4176.2  9396  14427.3  15441.9
## Yolo           5487.08 40946     3072  3585.23  4748.0 11730   7094.1  26220.5
## ElDorado       4592.61  3072    41733  2716.38  6784.3  9061  21755.7   3006.4
## Shasta         5697.48  3585     2716  6562.05  1992.8  2417   7186.7  -6873.8
## Madera         4176.16  4748     6784  1992.84 14958.1  6342  -6587.9   6990.6
## Kings          9395.84 11730     9061  2417.11  6341.9 20513   1255.9  16204.4
## Napa          14427.29  7094    21756  7186.69 -6587.9  1256 106869.8  19958.6
## Humboldt      15441.95 26220     3006 -6873.80  6990.6 16204  19958.6 113797.6
## Sutter         4611.83  4101    10447  2277.19  5230.2  4795   7478.5    753.3
## Mendocino     32452.22 28607    21669 -1668.02 20188.4 18222  10953.1 116561.4
## SanBenito     19375.41 13138    31062   635.83 16508.4 10588   5433.7  22109.0
##                Sutter Mendocino SanBenito
## LosAngeles    12021.5     86460   26879.5
## SanDiego       8890.8     48533   30362.7
## Orange        11518.6     45197   35138.7
## Riverside      9499.6     34092   27896.1
## SanBernadino   6177.0     23119   10625.1
## SantaClara    49501.7     76581  141952.3
## Alameda        9911.7    111069   40030.0
## Sacramento     7182.6     12147    8111.5
## Fresno         2222.4      5113    9620.4
## Kern           7160.8      9880   17598.8
## SanFrancisco  -7750.4    142973   20771.9
## Ventura        8451.4     69960   47931.7
## SanJoaquin     7911.7     36848   18973.8
## SanMateo      20778.3     98458   21338.7
## Stanislaus     9096.4     11569   22177.5
## Sonoma        14913.3     74897   45604.1
## Tulare         3065.5      5192    9402.1
## Solano         2729.1     52260   28655.5
## SantaBarbara   4890.1     66002   39007.3
## Monterey      11111.5     60824   62624.9
## Placer         4655.0     31828   18454.2
## SanLuisObispo  2095.6     58319   26709.7
## SantaCruz     17067.3    116209   82970.6
## Marin         -3593.8    151418   50103.8
## Butte          4611.8     32452   19375.4
## Yolo           4101.4     28607   13137.7
## ElDorado      10447.1     21669   31062.4
## Shasta         2277.2     -1668     635.8
## Madera         5230.2     20188   16508.4
## Kings          4794.7     18222   10587.7
## Napa           7478.5     10953    5433.7
## Humboldt        753.3    116561   22109.0
## Sutter        11219.6      3841   14284.2
## Mendocino      3841.0    237256   64588.9
## SanBenito     14284.2     64589   70119.3
## 
## Correlation matrix of residuals:
##               LosAngeles SanDiego   Orange Riverside SanBernadino SantaClara
## LosAngeles      1.000000   0.5000  0.27347   0.44412      0.28290   0.543475
## SanDiego        0.499960   1.0000  0.54495   0.61257      0.45671   0.494147
## Orange          0.273473   0.5449  1.00000   0.44207      0.79571   0.276482
## Riverside       0.444117   0.6126  0.44207   1.00000      0.59522   0.441984
## SanBernadino    0.282904   0.4567  0.79571   0.59522      1.00000   0.171468
## SantaClara      0.543475   0.4941  0.27648   0.44198      0.17147   1.000000
## Alameda         0.636658   0.6404  0.52794   0.41457      0.38246   0.388533
## Sacramento      0.435045   0.4312 -0.18126   0.31456     -0.02102   0.302460
## Fresno          0.214270   0.2697  0.13286   0.33961      0.27343   0.230003
## Kern            0.329501   0.4338  0.14721   0.66367      0.30396   0.407760
## SanFrancisco    0.335382   0.5778  0.10384   0.26960      0.04049   0.005271
## Ventura         0.380284   0.8102  0.42714   0.57550      0.29802   0.498619
## SanJoaquin      0.572084   0.7377  0.28771   0.60897      0.26877   0.503662
## SanMateo        0.391197   0.5503  0.30181   0.17783      0.10472   0.183539
## Stanislaus      0.382485   0.5315  0.04354   0.46041      0.12645   0.677417
## Sonoma          0.282185   0.6472  0.19568   0.43871      0.15741   0.319844
## Tulare          0.341337   0.3335  0.17707   0.63101      0.43914   0.289689
## Solano          0.482217   0.4940  0.14708   0.30693      0.20702   0.586780
## SantaBarbara    0.351234   0.8158  0.46059   0.37899      0.38698   0.411856
## Monterey        0.348200   0.5976  0.51153   0.60306      0.44496   0.683585
## Placer          0.452163   0.5728  0.13131   0.48475      0.23980   0.419688
## SanLuisObispo   0.575103   0.2972  0.36806   0.27899      0.21990   0.190785
## SantaCruz       0.467739   0.6771  0.65217   0.59050      0.52452   0.441619
## Marin           0.432715   0.5007  0.39618   0.08594      0.20373   0.184959
## Butte           0.338395   0.2278  0.23314   0.49518      0.33493  -0.025645
## Yolo            0.494591   0.4887 -0.04793   0.27584      0.18288   0.346933
## ElDorado        0.119609   0.6776  0.38411   0.35146      0.15170   0.467409
## Shasta         -0.004691   0.1434  0.22405   0.06238      0.30186  -0.104594
## Madera          0.242925   0.4630  0.66255   0.63721      0.74112   0.478265
## Kings           0.104075   0.4550  0.16594   0.38244      0.37186   0.086170
## Napa            0.434643   0.3045  0.09609  -0.01352     -0.03845   0.184028
## Humboldt        0.592472   0.4616  0.05662   0.47698      0.16960   0.172728
## Sutter          0.285061   0.3729  0.25841   0.55403      0.28875   0.553350
## Mendocino       0.445836   0.4426  0.22050   0.43237      0.23501   0.186157
## SanBenito       0.254959   0.5094  0.31533   0.65079      0.19867   0.634734
##               Alameda Sacramento   Fresno     Kern SanFrancisco  Ventura
## LosAngeles     0.6367    0.43504  0.21427  0.32950     0.335382  0.38028
## SanDiego       0.6404    0.43124  0.26971  0.43379     0.577834  0.81025
## Orange         0.5279   -0.18126  0.13286  0.14721     0.103842  0.42714
## Riverside      0.4146    0.31456  0.33961  0.66367     0.269598  0.57550
## SanBernadino   0.3825   -0.02102  0.27343  0.30396     0.040495  0.29802
## SantaClara     0.3885    0.30246  0.23000  0.40776     0.005271  0.49862
## Alameda        1.0000    0.36372  0.15150  0.18772     0.510099  0.57116
## Sacramento     0.3637    1.00000  0.38768  0.59961     0.408117  0.47160
## Fresno         0.1515    0.38768  1.00000  0.49011     0.058186  0.35629
## Kern           0.1877    0.59961  0.49011  1.00000     0.337806  0.53353
## SanFrancisco   0.5101    0.40812  0.05819  0.33781     1.000000  0.52673
## Ventura        0.5712    0.47160  0.35629  0.53353     0.526731  1.00000
## SanJoaquin     0.5888    0.59816  0.13344  0.50544     0.590162  0.74878
## SanMateo       0.8021    0.35109 -0.08883 -0.07763     0.537288  0.32294
## Stanislaus     0.2563    0.69707  0.43777  0.68995     0.207970  0.62653
## Sonoma         0.5781    0.58339  0.19030  0.40404     0.527568  0.62167
## Tulare         0.1449    0.46005  0.68023  0.75897     0.043442  0.38107
## Solano         0.4359    0.34872  0.27528  0.33107     0.274040  0.62567
## SantaBarbara   0.4936    0.33315  0.38270  0.35922     0.603969  0.73908
## Monterey       0.3668    0.20632  0.50264  0.55025     0.102773  0.76441
## Placer         0.4707    0.74128  0.50520  0.63256     0.387001  0.76876
## SanLuisObispo  0.4864    0.04091  0.32635  0.13449     0.188503  0.26649
## SantaCruz      0.6587    0.02530  0.19711  0.14593     0.228401  0.58253
## Marin          0.7622    0.29830  0.30226  0.04820     0.451001  0.52799
## Butte          0.3012    0.28045  0.56960  0.30640     0.084397  0.24505
## Yolo           0.1645    0.53968  0.51807  0.51378     0.350811  0.41684
## ElDorado       0.3910    0.21304  0.05767  0.06610     0.221226  0.53214
## Shasta        -0.1690    0.04504  0.42106  0.03812    -0.152785 -0.01311
## Madera         0.2114    0.01802  0.36256  0.48284     0.040433  0.48867
## Kings          0.2132    0.52370  0.50047  0.50040     0.279998  0.37548
## Napa           0.4154    0.43373  0.12897 -0.02314     0.328586  0.22282
## Humboldt       0.5907    0.48336  0.10877  0.46752     0.648613  0.50683
## Sutter         0.2131    0.47449  0.23310  0.44770    -0.107500  0.29285
## Mendocino      0.5192    0.17450  0.11663  0.13433     0.431239  0.52716
## SanBenito      0.3442    0.21435  0.40363  0.44013     0.115247  0.66436
##               SanJoaquin  SanMateo Stanislaus   Sonoma    Tulare     Solano
## LosAngeles       0.57208  0.391197    0.38249 0.282185  0.341337  0.4822170
## SanDiego         0.73774  0.550336    0.53149 0.647184  0.333524  0.4939501
## Orange           0.28771  0.301805    0.04354 0.195680  0.177068  0.1470768
## Riverside        0.60897  0.177833    0.46041 0.438710  0.631012  0.3069317
## SanBernadino     0.26877  0.104723    0.12645 0.157414  0.439139  0.2070223
## SantaClara       0.50366  0.183539    0.67742 0.319844  0.289689  0.5867798
## Alameda          0.58879  0.802120    0.25630 0.578101  0.144912  0.4359158
## Sacramento       0.59816  0.351088    0.69707 0.583390  0.460049  0.3487224
## Fresno           0.13344 -0.088833    0.43777 0.190305  0.680229  0.2752830
## Kern             0.50544 -0.077626    0.68995 0.404043  0.758974  0.3310735
## SanFrancisco     0.59016  0.537288    0.20797 0.527568  0.043442  0.2740404
## Ventura          0.74878  0.322935    0.62653 0.621674  0.381069  0.6256667
## SanJoaquin       1.00000  0.478310    0.61899 0.621105  0.281397  0.5624129
## SanMateo         0.47831  1.000000    0.10769 0.581709 -0.165551  0.1256158
## Stanislaus       0.61899  0.107686    1.00000 0.542732  0.580760  0.5427449
## Sonoma           0.62110  0.581709    0.54273 1.000000  0.240211  0.3811310
## Tulare           0.28140 -0.165551    0.58076 0.240211  1.000000  0.2671551
## Solano           0.56241  0.125616    0.54274 0.381131  0.267155  1.0000000
## SantaBarbara     0.57869  0.346815    0.47308 0.511805  0.360520  0.4539597
## Monterey         0.43272 -0.006816    0.63283 0.423623  0.579451  0.5620242
## Placer           0.66297  0.180036    0.70080 0.555571  0.540796  0.6004478
## SanLuisObispo    0.09347  0.256723    0.05108 0.213579  0.259281 -0.0316770
## SantaCruz        0.43290  0.482526    0.22163 0.488188  0.271745  0.4025993
## Marin            0.36380  0.580275    0.20329 0.558206  0.103513  0.3472229
## Butte            0.07764  0.112764    0.09187 0.389903  0.564591 -0.0006375
## Yolo             0.48803 -0.008027    0.64365 0.384534  0.545534  0.5400035
## ElDorado         0.43049  0.540890    0.38686 0.548392  0.140453  0.2269051
## Shasta          -0.10600 -0.092340    0.02401 0.002087  0.233878 -0.2983133
## Madera           0.33615 -0.098509    0.40020 0.188312  0.428894  0.4265431
## Kings            0.31873  0.103350    0.46806 0.484016  0.585674  0.2268848
## Napa             0.20768  0.524720    0.13377 0.238182 -0.007219 -0.0721740
## Humboldt         0.58615  0.344187    0.31170 0.413188  0.343750  0.4306813
## Sutter           0.42926  0.264148    0.55199 0.452239  0.365689  0.1095256
## Mendocino        0.43476  0.272188    0.15267 0.493897  0.134693  0.4560847
## SanBenito        0.41179  0.108511    0.53832 0.553181  0.448654  0.4600192
##               SantaBarbara  Monterey  Placer SanLuisObispo SantaCruz    Marin
## LosAngeles          0.3512  0.348200 0.45216       0.57510   0.46774  0.43272
## SanDiego            0.8158  0.597577 0.57278       0.29718   0.67707  0.50066
## Orange              0.4606  0.511527 0.13131       0.36806   0.65217  0.39618
## Riverside           0.3790  0.603063 0.48475       0.27899   0.59050  0.08594
## SanBernadino        0.3870  0.444961 0.23980       0.21990   0.52452  0.20373
## SantaClara          0.4119  0.683585 0.41969       0.19079   0.44162  0.18496
## Alameda             0.4936  0.366791 0.47072       0.48637   0.65870  0.76216
## Sacramento          0.3331  0.206316 0.74128       0.04091   0.02530  0.29830
## Fresno              0.3827  0.502642 0.50520       0.32635   0.19711  0.30226
## Kern                0.3592  0.550250 0.63256       0.13449   0.14593  0.04820
## SanFrancisco        0.6040  0.102773 0.38700       0.18850   0.22840  0.45100
## Ventura             0.7391  0.764409 0.76876       0.26649   0.58253  0.52799
## SanJoaquin          0.5787  0.432725 0.66297       0.09347   0.43290  0.36380
## SanMateo            0.3468 -0.006816 0.18004       0.25672   0.48253  0.58027
## Stanislaus          0.4731  0.632830 0.70080       0.05108   0.22163  0.20329
## Sonoma              0.5118  0.423623 0.55557       0.21358   0.48819  0.55821
## Tulare              0.3605  0.579451 0.54080       0.25928   0.27175  0.10351
## Solano              0.4540  0.562024 0.60045      -0.03168   0.40260  0.34722
## SantaBarbara        1.0000  0.612826 0.54200       0.28154   0.50683  0.54357
## Monterey            0.6128  1.000000 0.57860       0.37013   0.60225  0.35957
## Placer              0.5420  0.578603 1.00000       0.22834   0.34683  0.53728
## SanLuisObispo       0.2815  0.370132 0.22834       1.00000   0.54668  0.59518
## SantaCruz           0.5068  0.602247 0.34683       0.54668   1.00000  0.60161
## Marin               0.5436  0.359572 0.53728       0.59518   0.60161  1.00000
## Butte               0.1877  0.363459 0.31117       0.60797   0.38574  0.33460
## Yolo                0.5496  0.372600 0.58881       0.21532   0.19965  0.31925
## ElDorado            0.5937  0.486373 0.18189       0.05756   0.56569  0.28150
## Shasta              0.2042  0.178871 0.01532       0.32139   0.04463  0.03551
## Madera              0.4173  0.736089 0.31571       0.09120   0.44297  0.03666
## Kings               0.5554  0.344456 0.44997      -0.06166   0.11702  0.16048
## Napa                0.3377  0.036426 0.19306       0.48912   0.20315  0.45826
## Humboldt            0.4124  0.254797 0.52436       0.33439   0.24859  0.34018
## Sutter              0.1461  0.356092 0.28680       0.06798   0.32020 -0.04964
## Mendocino           0.4289  0.423880 0.42644       0.41140   0.47410  0.45486
## SanBenito           0.4663  0.802801 0.45480       0.34659   0.62265  0.27686
##                    Butte      Yolo ElDorado    Shasta   Madera    Kings
## LosAngeles     0.3383954  0.494591  0.11961 -0.004691  0.24293  0.10408
## SanDiego       0.2278384  0.488694  0.67763  0.143437  0.46296  0.45502
## Orange         0.2331424 -0.047934  0.38411  0.224052  0.66255  0.16594
## Riverside      0.4951808  0.275844  0.35146  0.062384  0.63721  0.38244
## SanBernadino   0.3349304  0.182879  0.15170  0.301859  0.74112  0.37186
## SantaClara    -0.0256451  0.346933  0.46741 -0.104594  0.47826  0.08617
## Alameda        0.3011744  0.164524  0.39097 -0.168993  0.21142  0.21316
## Sacramento     0.2804535  0.539678  0.21304  0.045042  0.01802  0.52370
## Fresno         0.5695969  0.518071  0.05767  0.421057  0.36256  0.50047
## Kern           0.3064050  0.513781  0.06610  0.038122  0.48284  0.50040
## SanFrancisco   0.0843969  0.350811  0.22123 -0.152785  0.04043  0.28000
## Ventura        0.2450466  0.416835  0.53214 -0.013109  0.48867  0.37548
## SanJoaquin     0.0776393  0.488030  0.43049 -0.105997  0.33615  0.31873
## SanMateo       0.1127643 -0.008027  0.54089 -0.092340 -0.09851  0.10335
## Stanislaus     0.0918742  0.643654  0.38686  0.024007  0.40020  0.46806
## Sonoma         0.3899032  0.384534  0.54839  0.002087  0.18831  0.48402
## Tulare         0.5645906  0.545534  0.14045  0.233878  0.42889  0.58567
## Solano        -0.0006375  0.540004  0.22691 -0.298313  0.42654  0.22688
## SantaBarbara   0.1876529  0.549592  0.59368  0.204246  0.41732  0.55541
## Monterey       0.3634587  0.372600  0.48637  0.178871  0.73609  0.34446
## Placer         0.3111687  0.588813  0.18189  0.015320  0.31571  0.44997
## SanLuisObispo  0.6079700  0.215322  0.05756  0.321387  0.09120 -0.06166
## SantaCruz      0.3857354  0.199648  0.56569  0.044627  0.44297  0.11702
## Marin          0.3346001  0.319247  0.28150  0.035515  0.03666  0.16048
## Butte          1.0000000  0.171190  0.14193  0.444023  0.21557  0.41416
## Yolo           0.1711905  1.000000  0.07431  0.218722  0.19185  0.40474
## ElDorado       0.1419252  0.074307  1.00000  0.164145  0.27153  0.30970
## Shasta         0.4440230  0.218722  0.16415  1.000000  0.20115  0.20834
## Madera         0.2155664  0.191854  0.27153  0.201147  1.00000  0.36205
## Kings          0.4141597  0.404742  0.30970  0.208337  0.36205  1.00000
## Napa           0.2786118  0.107242  0.32576  0.271382 -0.16477  0.02682
## Humboldt       0.2889866  0.384122  0.04363 -0.251542  0.16944  0.33539
## Sutter         0.2748694  0.191355  0.48280  0.265394  0.40373  0.31606
## Mendocino      0.4206083  0.290245  0.21777 -0.042274  0.33889  0.26121
## SanBenito      0.4619281  0.245187  0.57421  0.029642  0.50974  0.27917
##                    Napa Humboldt   Sutter Mendocino SanBenito
## LosAngeles     0.434643  0.59247  0.28506   0.44584   0.25496
## SanDiego       0.304484  0.46164  0.37289   0.44265   0.50939
## Orange         0.096090  0.05662  0.25841   0.22050   0.31533
## Riverside     -0.013518  0.47698  0.55403   0.43237   0.65079
## SanBernadino  -0.038451  0.16960  0.28875   0.23501   0.19867
## SantaClara     0.184028  0.17273  0.55335   0.18616   0.63473
## Alameda        0.415388  0.59074  0.21307   0.51920   0.34421
## Sacramento     0.433727  0.48336  0.47449   0.17450   0.21435
## Fresno         0.128973  0.10877  0.23310   0.11663   0.40363
## Kern          -0.023135  0.46752  0.44770   0.13433   0.44013
## SanFrancisco   0.328586  0.64861 -0.10750   0.43124   0.11525
## Ventura        0.222815  0.50683  0.29285   0.52716   0.66436
## SanJoaquin     0.207683  0.58615  0.42926   0.43476   0.41179
## SanMateo       0.524720  0.34419  0.26415   0.27219   0.10851
## Stanislaus     0.133771  0.31170  0.55199   0.15267   0.53832
## Sonoma         0.238182  0.41319  0.45224   0.49390   0.55318
## Tulare        -0.007219  0.34375  0.36569   0.13469   0.44865
## Solano        -0.072174  0.43068  0.10953   0.45608   0.46002
## SantaBarbara   0.337685  0.41239  0.14614   0.42895   0.46632
## Monterey       0.036426  0.25480  0.35609   0.42388   0.80280
## Placer         0.193056  0.52436  0.28680   0.42644   0.45480
## SanLuisObispo  0.489118  0.33439  0.06798   0.41140   0.34659
## SantaCruz      0.203146  0.24859  0.32020   0.47410   0.62265
## Marin          0.458262  0.34018 -0.04964   0.45486   0.27686
## Butte          0.278612  0.28899  0.27487   0.42061   0.46193
## Yolo           0.107242  0.38412  0.19135   0.29025   0.24519
## ElDorado       0.325764  0.04363  0.48280   0.21777   0.57421
## Shasta         0.271382 -0.25154  0.26539  -0.04227   0.02964
## Madera        -0.164770  0.16944  0.40373   0.33889   0.50974
## Kings          0.026823  0.33539  0.31606   0.26121   0.27917
## Napa           1.000000  0.18098  0.21597   0.06879   0.06277
## Humboldt       0.180982  1.00000  0.02108   0.70938   0.24751
## Sutter         0.215972  0.02108  1.00000   0.07445   0.50927
## Mendocino      0.068786  0.70938  0.07445   1.00000   0.50076
## SanBenito      0.062770  0.24751  0.50927   0.50076   1.00000
# residuals
serial.test(var_model) # significant, means lot of correlation left in residuals
## 
##  Portmanteau Test (asymptotic)
## 
## data:  Residuals of VAR object var_model
## Chi-squared = 72079, df = 12250, p-value < 2.2e-16
# granger causality
causality(var_model, cause = c("SantaClara"))
## $Granger
## 
##  Granger causality H0: SantaClara do not Granger-cause LosAngeles
##  SanDiego Orange Riverside SanBernadino Alameda Sacramento Fresno Kern
##  SanFrancisco Ventura SanJoaquin SanMateo Stanislaus Sonoma Tulare
##  Solano SantaBarbara Monterey Placer SanLuisObispo SantaCruz Marin Butte
##  Yolo ElDorado Shasta Madera Kings Napa Humboldt Sutter Mendocino
##  SanBenito
## 
## data:  VAR object var_model
## F-Test = 434.13, df1 = 204, df2 = 1260, p-value < 2.2e-16
## 
## 
## $Instant
## 
##  H0: No instantaneous causality between: SantaClara and LosAngeles
##  SanDiego Orange Riverside SanBernadino Alameda Sacramento Fresno Kern
##  SanFrancisco Ventura SanJoaquin SanMateo Stanislaus Sonoma Tulare
##  Solano SantaBarbara Monterey Placer SanLuisObispo SantaCruz Marin Butte
##  Yolo ElDorado Shasta Madera Kings Napa Humboldt Sutter Mendocino
##  SanBenito
## 
## data:  VAR object var_model
## Chi-squared = 122.72, df = 34, p-value = 5.819e-12
# impulse response
irf_sc_la <- irf(var_model, impulse = "SantaClara", response = "LosAngeles", n.ahead = 12, boot = TRUE)
plot(irf_sc_la)

irf_sc_sf <- irf(var_model, impulse = "SantaClara", response = "SanFrancisco", n.ahead = 12, boot = TRUE)
plot(irf_sc_sf)

irf_sc_su <- irf(var_model, impulse = "SantaClara", response = "Sutter", n.ahead = 12, boot = TRUE)
plot(irf_sc_su)

irf_sc_sh <- irf(var_model, impulse = "SantaClara", response = "Shasta", n.ahead = 12, boot = TRUE)
plot(irf_sc_sh)

# reverse impulse responses
irf_la_sc <- irf(var_model, impulse = "LosAngeles", response = "SantaClara", n.ahead = 12, boot = TRUE)
plot(irf_la_sc)

irf_sf_sc <- irf(var_model, impulse = "SanFrancisco", response = "SantaClara", n.ahead = 12, boot = TRUE)
plot(irf_sf_sc)

irf_su_sc <- irf(var_model, impulse = "Sutter", response = "SantaClara", n.ahead = 12, boot = TRUE)
plot(irf_su_sc)

irf_sh_sc <- irf(var_model, impulse = "Shasta", response = "SantaClara", n.ahead = 12, boot = TRUE)
plot(irf_sh_sc)

# GARCH
garch_spec <- ugarchspec(variance.model = list(model = "sGARCH", garchOrder = c(1,1)),
                         mean.model = list(armaOrder = c(0,0)),
                         distribution.model = "norm")
santaclararesiduals <- residuals(arima_santaclara)
arch_test_santaclara <- ArchTest(santaclararesiduals, lags = 10)
garch_santaclara <- ugarchfit(spec = garch_spec, data = santaclararesiduals)

# TAR
acf(santaclaratsdiff)

pacf(santaclaratsdiff)

Tsay.test(santaclaratsdiff)
## $test.stat
## [1] 2.203
## 
## $p.value
## [1] 0.0002636
## 
## $order
## [1] 17
selectSETAR(santaclaratsdiff, mL = 1, mH = 12)
## Searching on 167 possible threshold values within regimes with sufficient ( 15% ) number of observations
## Searching on  2004  combinations of thresholds ( 167 ), thDelay ( 1 ), mL ( 1 ) and MM ( 12 )

## Results of the grid search for 1 threshold
##    thDelay mL mH        th pooled-AIC
## 1        0  1 12 -4157.256   4547.355
## 2        0  1 12 -4019.923   4548.934
## 3        0  1 12 -3700.343   4550.388
## 4        0  1 12 -4398.957   4551.529
## 5        0  1 12 -3623.526   4551.746
## 6        0  1 12 -3430.930   4553.029
## 7        0  1 12 -2983.076   4554.216
## 8        0  1 12 -3223.096   4555.051
## 9        0  1 12 -2336.084   4555.850
## 10       0  1 12 -2534.954   4556.086
tar_santaclara <- setar(santaclaratsdiff, mL = 1, mH = 12, thDelay = 0)
AIC(tar_santaclara) # 4094.64
## [1] 4094.64
summary(tar_santaclara)
## 
## Non linear autoregressive model
## 
## SETAR model ( 2 regimes)
## Coefficients:
## Low regime:
##      const.L       phiL.1 
## -306.0158369    0.8551282 
## 
## High regime:
##      const.H       phiH.1       phiH.2       phiH.3       phiH.4       phiH.5 
## 441.36449113   1.80481322  -0.73205653  -0.88968759   1.29694639  -0.64074984 
##       phiH.6       phiH.7       phiH.8       phiH.9      phiH.10      phiH.11 
##  -0.44575152   1.01829767  -0.59965940  -0.08375870   0.26761221  -0.15695762 
##      phiH.12 
##   0.07896308 
## 
## Threshold:
## -Variable: Z(t) = + (1) X(t)+ (0)X(t-1)+ (0)X(t-2)+ (0)X(t-3)+ (0)X(t-4)+ (0)X(t-5)+ (0)X(t-6)+ (0)X(t-7)+ (0)X(t-8)+ (0)X(t-9)+ (0)X(t-10)+ (0)X(t-11)
## -Value: -1043
## Proportion of points in low regime: 31.8%     High regime: 68.2% 
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -16428.14  -1800.72    143.02   1943.36   9917.94 
## 
## Fit:
## residuals variance = 10700665,  AIC = 4095, MAPE = 172.2%
## 
## Coefficient(s):
## 
##            Estimate  Std. Error  t value  Pr(>|t|)    
## const.L -306.015837  610.373888  -0.5014 0.6165865    
## phiL.1     0.855128    0.055405  15.4342 < 2.2e-16 ***
## const.H  441.364491  423.608219   1.0419 0.2985165    
## phiH.1     1.804813    0.098830  18.2619 < 2.2e-16 ***
## phiH.2    -0.732057    0.203748  -3.5930 0.0003979 ***
## phiH.3    -0.889688    0.221282  -4.0206 7.814e-05 ***
## phiH.4     1.296946    0.238761   5.4320 1.385e-07 ***
## phiH.5    -0.640750    0.258781  -2.4760 0.0139878 *  
## phiH.6    -0.445752    0.234760  -1.8988 0.0588161 .  
## phiH.7     1.018298    0.227193   4.4821 1.153e-05 ***
## phiH.8    -0.599659    0.234944  -2.5523 0.0113312 *  
## phiH.9    -0.083759    0.209252  -0.4003 0.6893154    
## phiH.10    0.267612    0.198058   1.3512 0.1779308    
## phiH.11   -0.156958    0.187041  -0.8392 0.4022278    
## phiH.12    0.078963    0.094534   0.8353 0.4044004    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Threshold
## Variable: Z(t) = + (1) X(t) + (0) X(t-1)+ (0) X(t-2)+ (0) X(t-3)+ (0) X(t-4)+ (0) X(t-5)+ (0) X(t-6)+ (0) X(t-7)+ (0) X(t-8)+ (0) X(t-9)+ (0) X(t-10)+ (0) X(t-11)
## 
## Value: -1043
plot(tar_santaclara)

# manual TAR
sel <- selectSETAR(santaclaratsdiff, mL = 1, mH = 12)
## Searching on 167 possible threshold values within regimes with sufficient ( 15% ) number of observations
## Searching on  2004  combinations of thresholds ( 167 ), thDelay ( 1 ), mL ( 1 ) and MM ( 12 )

tar_santaclaram <- setar(santaclaratsdiff, m=1, thDelay = 0)
thvar <- tar_santaclaram$model.specific$thVar
regime <- tar_santaclaram$model.specific$regime
threshold_value <- min(thvar[regime == 2], na.rm = TRUE)
print(threshold_value) # -5664.965
## [1] -5664.965
# FARIMA
farima_santaclara <- arfima(santaclaratsdiff)
AIC(farima_santaclara) # 4770.477
## [1] 4770.477
# Regressions
linear_model_santaclara <- lm(SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + mrates + population + date, data = santaclaramacrots)
summary(linear_model_santaclara) # 0.9799
## 
## Call:
## lm(formula = SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + 
##     mrates + population + date, data = santaclaramacrots)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -148097  -28319     844   29105  126969 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  1.347e+07  8.078e+05  16.681  < 2e-16 ***
## bbkgdp      -7.665e+02  4.378e+02  -1.751   0.0812 .  
## caunemp     -1.979e+04  1.846e+03 -10.722  < 2e-16 ***
## cci          2.137e+03  4.645e+03   0.460   0.6459    
## cpiall      -7.520e+03  9.103e+02  -8.261 9.39e-15 ***
## cpishelter   3.493e+03  7.053e+02   4.953 1.37e-06 ***
## mrates       3.722e+04  8.012e+03   4.645 5.57e-06 ***
## population  -6.864e+01  3.855e+00 -17.803  < 2e-16 ***
## date         6.032e+02  3.837e+01  15.720  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 50190 on 243 degrees of freedom
## Multiple R-squared:  0.9799, Adjusted R-squared:  0.9793 
## F-statistic:  1484 on 8 and 243 DF,  p-value: < 2.2e-16
poly_model_santaclara <- lm(SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + mrates + population + poly(date, 2), data = santaclaramacrots)
summary(poly_model_santaclara) # 0.9801
## 
## Call:
## lm(formula = SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + 
##     mrates + population + poly(date, 2), data = santaclaramacrots)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -152481  -29640    1247   25224  130441 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)     2.546e+07  2.324e+06  10.955  < 2e-16 ***
## bbkgdp         -7.739e+02  4.376e+02  -1.769 0.078211 .  
## caunemp        -1.986e+04  1.846e+03 -10.761  < 2e-16 ***
## cci             4.429e+03  5.056e+03   0.876 0.381980    
## cpiall         -7.803e+03  9.429e+02  -8.276 8.62e-15 ***
## cpishelter      4.595e+03  1.194e+03   3.848 0.000153 ***
## mrates          3.565e+04  8.123e+03   4.389 1.70e-05 ***
## population     -7.692e+01  8.205e+00  -9.374  < 2e-16 ***
## poly(date, 2)1  2.233e+07  1.671e+06  13.362  < 2e-16 ***
## poly(date, 2)2 -3.348e+05  2.929e+05  -1.143 0.254133    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 50160 on 242 degrees of freedom
## Multiple R-squared:  0.9801, Adjusted R-squared:  0.9793 
## F-statistic:  1321 on 9 and 242 DF,  p-value: < 2.2e-16
fo_model_santaclara <- lm(SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + mrates + population + cos(2 * pi * date / 12) + sin(2 * pi * date / 12) + cos(4 * pi * date / 12) + sin(4 * pi * date / 12), data = santaclaramacrots)
summary(fo_model_santaclara) # 0.9596
## 
## Call:
## lm(formula = SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + 
##     mrates + population + cos(2 * pi * date/12) + sin(2 * pi * 
##     date/12) + cos(4 * pi * date/12) + sin(4 * pi * date/12), 
##     data = santaclaramacrots)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -133188  -58416   -2313   39851  218491 
## 
## Coefficients:
##                         Estimate Std. Error t value Pr(>|t|)    
## (Intercept)           3937543.68  763735.27   5.156 5.28e-07 ***
## bbkgdp                   -217.34     629.62  -0.345   0.7303    
## caunemp                -31060.53    2458.23 -12.635  < 2e-16 ***
## cci                     -9739.08    6593.75  -1.477   0.1410    
## cpiall                  -3456.64    1259.08  -2.745   0.0065 ** 
## cpishelter              11509.90     697.41  16.504  < 2e-16 ***
## mrates                 -51026.10    8266.32  -6.173 2.84e-09 ***
## population                -12.79       2.20  -5.814 1.94e-08 ***
## cos(2 * pi * date/12)   -1169.59    6396.71  -0.183   0.8551    
## sin(2 * pi * date/12)     -62.32    6372.19  -0.010   0.9922    
## cos(4 * pi * date/12)   -4321.29    6637.12  -0.651   0.5156    
## sin(4 * pi * date/12)   -1940.21    6400.63  -0.303   0.7621    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 71640 on 240 degrees of freedom
## Multiple R-squared:  0.9596, Adjusted R-squared:  0.9578 
## F-statistic: 518.8 on 11 and 240 DF,  p-value: < 2.2e-16
splines_model_santaclara <- lm(SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + mrates + population + bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1), data = santaclaramacrots)
summary(splines_model_santaclara) # 0.9835
## 
## Call:
## lm(formula = SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + 
##     mrates + population + bs(date, knots = c(13878, 14425, 18321, 
##     18382), degree = 1), data = santaclaramacrots)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -129309  -30430   -1922   22208  141393 
## 
## Coefficients:
##                                                                Estimate
## (Intercept)                                                   2.354e+07
## bbkgdp                                                       -8.380e+02
## caunemp                                                      -1.478e+04
## cci                                                          -4.590e+03
## cpiall                                                       -1.276e+04
## cpishelter                                                    1.886e+02
## mrates                                                        4.417e+04
## population                                                   -6.973e+01
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)1  1.209e+06
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)2  1.445e+06
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)3  4.374e+06
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)4  4.377e+06
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)5  6.048e+06
##                                                              Std. Error t value
## (Intercept)                                                   3.735e+06   6.304
## bbkgdp                                                        4.029e+02  -2.080
## caunemp                                                       3.602e+03  -4.104
## cci                                                           6.260e+03  -0.733
## cpiall                                                        2.369e+03  -5.385
## cpishelter                                                    1.161e+03   0.162
## mrates                                                        8.108e+03   5.447
## population                                                    1.044e+01  -6.679
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)1  1.801e+05   6.714
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)2  2.149e+05   6.725
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)3  6.363e+05   6.874
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)4  5.903e+05   7.414
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)5  8.942e+05   6.763
##                                                              Pr(>|t|)    
## (Intercept)                                                  1.38e-09 ***
## bbkgdp                                                         0.0386 *  
## caunemp                                                      5.58e-05 ***
## cci                                                            0.4641    
## cpiall                                                       1.73e-07 ***
## cpishelter                                                     0.8711    
## mrates                                                       1.27e-07 ***
## population                                                   1.67e-10 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)1 1.36e-10 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)2 1.29e-10 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)3 5.39e-11 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)4 2.11e-12 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 1)5 1.03e-10 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 45860 on 239 degrees of freedom
## Multiple R-squared:  0.9835, Adjusted R-squared:  0.9827 
## F-statistic:  1189 on 12 and 239 DF,  p-value: < 2.2e-16
splines_model_santaclara2 <- lm(SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + mrates + population + bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2), data = santaclaramacrots)
summary(splines_model_santaclara2) # 0.9871
## 
## Call:
## lm(formula = SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + 
##     mrates + population + bs(date, knots = c(13878, 14425, 18321, 
##     18382), degree = 2), data = santaclaramacrots)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -98927 -29704   5111  22621 118504 
## 
## Coefficients:
##                                                                Estimate
## (Intercept)                                                   1.506e+07
## bbkgdp                                                       -5.922e+02
## caunemp                                                      -2.592e+04
## cci                                                          -1.014e+04
## cpiall                                                       -1.016e+04
## cpishelter                                                   -1.202e+04
## mrates                                                        5.570e+04
## population                                                   -3.151e+01
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)1  6.232e+05
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)2  1.192e+06
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)3  2.194e+06
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)4  4.102e+06
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)5  4.885e+06
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)6  6.255e+06
##                                                              Std. Error t value
## (Intercept)                                                   6.369e+06   2.364
## bbkgdp                                                        3.593e+02  -1.648
## caunemp                                                       1.955e+03 -13.257
## cci                                                           4.807e+03  -2.110
## cpiall                                                        1.775e+03  -5.721
## cpishelter                                                    2.081e+03  -5.779
## mrates                                                        7.835e+03   7.109
## population                                                    2.192e+01  -1.438
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)1  1.161e+05   5.366
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)2  2.867e+05   4.157
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)3  6.582e+05   3.334
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)4  8.536e+05   4.806
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)5  8.874e+05   5.505
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)6  1.071e+06   5.841
##                                                              Pr(>|t|)    
## (Intercept)                                                  0.018864 *  
## bbkgdp                                                       0.100591    
## caunemp                                                       < 2e-16 ***
## cci                                                          0.035941 *  
## cpiall                                                       3.16e-08 ***
## cpishelter                                                   2.35e-08 ***
## mrates                                                       1.35e-11 ***
## population                                                   0.151780    
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)1 1.91e-07 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)2 4.49e-05 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)3 0.000994 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)4 2.72e-06 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)5 9.55e-08 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 2)6 1.69e-08 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 40710 on 238 degrees of freedom
## Multiple R-squared:  0.9871, Adjusted R-squared:  0.9864 
## F-statistic:  1398 on 13 and 238 DF,  p-value: < 2.2e-16
splines_model_santaclara3 <- lm(SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + mrates + population + bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3), data = santaclaramacrots)
summary(splines_model_santaclara3) # 0.9897
## 
## Call:
## lm(formula = SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + 
##     mrates + population + bs(date, knots = c(13878, 14425, 18321, 
##     18382), degree = 3), data = santaclaramacrots)
## 
## Residuals:
##    Min     1Q Median     3Q    Max 
## -75770 -22889  -2376  23952 101654 
## 
## Coefficients:
##                                                                Estimate
## (Intercept)                                                   2.044e+07
## bbkgdp                                                       -6.206e+02
## caunemp                                                      -9.189e+03
## cci                                                          -7.193e+03
## cpiall                                                       -2.409e+03
## cpishelter                                                   -1.370e+04
## mrates                                                        4.471e+04
## population                                                   -5.471e+01
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)1  3.294e+05
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)2  1.120e+06
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)3  1.647e+06
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)4  3.526e+06
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)5  4.997e+06
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)6  5.707e+06
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)7  6.724e+06
##                                                              Std. Error t value
## (Intercept)                                                   4.707e+06   4.343
## bbkgdp                                                        3.184e+02  -1.949
## caunemp                                                       2.716e+03  -3.384
## cci                                                           4.248e+03  -1.693
## cpiall                                                        1.914e+03  -1.259
## cpishelter                                                    2.143e+03  -6.392
## mrates                                                        7.201e+03   6.209
## population                                                    1.686e+01  -3.245
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)1  6.831e+04   4.822
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)2  1.339e+05   8.360
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)3  3.823e+05   4.308
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)4  5.267e+05   6.694
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)5  6.269e+05   7.971
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)6  6.548e+05   8.716
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)7  7.420e+05   9.062
##                                                              Pr(>|t|)    
## (Intercept)                                                  2.08e-05 ***
## bbkgdp                                                       0.052455 .  
## caunemp                                                      0.000837 ***
## cci                                                          0.091741 .  
## cpiall                                                       0.209347    
## cpishelter                                                   8.62e-10 ***
## mrates                                                       2.37e-09 ***
## population                                                   0.001345 ** 
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)1 2.54e-06 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)2 5.38e-15 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)3 2.41e-05 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)4 1.56e-10 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)5 6.65e-14 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)6 5.10e-16 ***
## bs(date, knots = c(13878, 14425, 18321, 18382), degree = 3)7  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 36330 on 237 degrees of freedom
## Multiple R-squared:  0.9897, Adjusted R-squared:  0.9891 
## F-statistic:  1634 on 14 and 237 DF,  p-value: < 2.2e-16
# regressions with recession dummys
linear_model_santaclara_dummy <- lm(SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + mrates + population + date + hcrisis + covid, data = santaclaramacrots)
summary(linear_model_santaclara_dummy) # 0.9802
## 
## Call:
## lm(formula = SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + 
##     mrates + population + date + hcrisis + covid, data = santaclaramacrots)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -148602  -30944     132   27093  131297 
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  1.347e+07  8.173e+05  16.478  < 2e-16 ***
## bbkgdp      -1.129e+03  6.195e+02  -1.823 0.069568 .  
## caunemp     -1.835e+04  2.122e+03  -8.644 7.66e-16 ***
## cci          7.820e+03  6.733e+03   1.161 0.246626    
## cpiall      -7.288e+03  1.022e+03  -7.129 1.17e-11 ***
## cpishelter   3.105e+03  8.319e+02   3.732 0.000237 ***
## mrates       3.925e+04  8.224e+03   4.773 3.15e-06 ***
## population  -7.164e+01  4.441e+00 -16.131  < 2e-16 ***
## date         6.296e+02  4.290e+01  14.677  < 2e-16 ***
## hcrisis      2.245e+04  1.944e+04   1.155 0.249330    
## covid       -3.883e+04  4.341e+04  -0.895 0.371888    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 50120 on 241 degrees of freedom
## Multiple R-squared:  0.9802, Adjusted R-squared:  0.9793 
## F-statistic:  1191 on 10 and 241 DF,  p-value: < 2.2e-16
poly_model_santaclara_dummy <- lm(SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + mrates + population + poly(date, 2) + hcrisis + covid, data = santaclaramacrots)
summary(poly_model_santaclara_dummy) # 0.9802
## 
## Call:
## lm(formula = SantaClara ~ bbkgdp + caunemp + cci + cpiall + cpishelter + 
##     mrates + population + poly(date, 2) + hcrisis + covid, data = santaclaramacrots)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -151137  -31079    -342   26470  132470 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)     2.500e+07  2.413e+06  10.357  < 2e-16 ***
## bbkgdp         -1.149e+03  6.211e+02  -1.850   0.0655 .  
## caunemp        -1.871e+04  2.198e+03  -8.513 1.87e-15 ***
## cci             7.781e+03  6.741e+03   1.154   0.2495    
## cpiall         -7.580e+03  1.119e+03  -6.773 9.63e-11 ***
## cpishelter      3.920e+03  1.511e+03   2.594   0.0101 *  
## mrates          3.771e+04  8.573e+03   4.399 1.64e-05 ***
## population     -7.614e+01  8.265e+00  -9.212  < 2e-16 ***
## poly(date, 2)1  2.263e+07  1.696e+06  13.341  < 2e-16 ***
## poly(date, 2)2 -2.093e+05  3.238e+05  -0.646   0.5186    
## hcrisis         1.659e+04  2.146e+04   0.773   0.4403    
## covid          -3.970e+04  4.348e+04  -0.913   0.3621    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 50180 on 240 degrees of freedom
## Multiple R-squared:  0.9802, Adjusted R-squared:  0.9793 
## F-statistic:  1080 on 11 and 240 DF,  p-value: < 2.2e-16
# Markov Switching Model 3 Regimes
y <- santaclaratsdiff2
y_lag <- stats::lag(y, k = -1)
df <- data.frame(y = y, y_lag = y_lag)
df <- na.omit(df)  
df$time <- 1:nrow(df)

ar1_lm_santaclara <- lm(y ~ y_lag + time, data = df)
sw <- c(TRUE, TRUE, TRUE, TRUE)
markov_santaclara <- msmFit(ar1_lm_santaclara, k = 2, p = 0, sw = sw)
## Warning in summary.lm(mod1): essentially perfect fit: summary may be unreliable
## Warning in summary.lm(mod1): essentially perfect fit: summary may be unreliable
start_date <- as.Date("2004-01-31")  
dates <- seq(start_date, by = "month", length.out = nrow(df)+1)

smo_probs <- markov_santaclara@Fit@smoProb
regime1_probs <- smo_probs[, 1]
regime2_probs <- smo_probs[, 2]

df_probs <- data.frame(
  Date = dates,
  Regime1_Prob = regime1_probs,
  Regime2_Prob = regime2_probs
)

ggplot(df_probs, aes(x = Date, y = Regime1_Prob)) +
  geom_line(color = "blue") +
  geom_rect(aes(xmin = as.Date("2007-12-01"), xmax = as.Date("2009-06-01"),
                ymin = -Inf, ymax = Inf), fill = "red", alpha = 0.005) +
  geom_rect(aes(xmin = as.Date("2020-02-01"), xmax = as.Date("2020-04-01"),
                ymin = -Inf, ymax = Inf), fill = "purple", alpha = 0.005) +
  labs(title = "Smoothed Probability of Regime 1",
       x = "Date", y = "Probability") +
  theme_minimal()

ggplot(df_probs, aes(x = Date, y = Regime2_Prob)) +
  geom_line(color = "darkred") +
  geom_rect(aes(xmin = as.Date("2007-12-01"), xmax = as.Date("2009-06-01"),
                ymin = -Inf, ymax = Inf), fill = "red", alpha = 0.005) +
  geom_rect(aes(xmin = as.Date("2020-02-01"), xmax = as.Date("2020-04-01"),
                ymin = -Inf, ymax = Inf), fill = "purple", alpha = 0.005) +
  labs(title = "Smoothed Probability of Regime 2",
       x = "Date", y = "Probability") +
  theme_minimal()

df_probs$Most_Likely_Regime <- apply(df_probs[, c("Regime1_Prob", "Regime2_Prob")], 1, which.max)

df_probs$Period <- with(df_probs, ifelse(
  Date >= as.Date("2007-12-01") & Date <= as.Date("2009-06-01"), "Financial Crisis",
  ifelse(Date >= as.Date("2020-02-01") & Date <= as.Date("2020-04-01"), "COVID-19",
         "Other")))

table_summary <- with(df_probs, table(Period, Most_Likely_Regime))
print(table_summary)
##                   Most_Likely_Regime
## Period               1   2
##   COVID-19           0   2
##   Financial Crisis   1  18
##   Other             18 212
# cross validation for arima
santaclara_forecast <- function(y, h) {
  model <- auto.arima(y)
  forecast(model, h = h)
}

santaclara_forecast_errors <- tsCV(santaclarats, forecastfunction = santaclara_forecast, h = 1)

santaclara_forecast_errorsc <- na.omit(santaclara_forecast_errors)

rmse <- sqrt(mean(santaclara_forecast_errorsc^2))

mae <- mean(abs(santaclara_forecast_errorsc))

mape <- mean(abs(santaclara_forecast_errorsc / santaclarats[!is.na(santaclara_forecast_errors)])) * 100

data.frame(RMSE = rmse, MAE = mae, MAPE = mape) # RMSE 3669.345, MAE 2761.529, MAPE 0.343
##       RMSE      MAE      MAPE
## 1 3669.345 2761.529 0.3430297
# cross validation for tar
h <- 1
initial <- 120
n <- length(santaclarats)

tar_errors <- rep(NA, n)

for (i in (initial):(n - h)) {
  train_y <- santaclarats[1:i]
  model <- tar_santaclara
  fc <- predict(model, n.ahead = h)
  tar_errors[i + h] <- santaclarats[i + h] - fc[h]
}

errors <- na.omit(tar_errors)
actuals <- santaclarats[!is.na(tar_errors)]

rmse <- sqrt(mean(errors^2))
mae  <- mean(abs(errors))
mape <- mean(abs(errors / actuals)) * 100

data.frame(Model = "TAR", RMSE = rmse, MAE = mae, MAPE = mape) # rmse 1172886, mae 1140232, mape 98.97268
##   Model    RMSE     MAE     MAPE
## 1   TAR 1172886 1140232 98.97268
# cross validation for var
h <- 1
initial <- 120
n <- nrow(hpricets)
var_errors <- rep(NA, n)

for (i in (initial):(n - h)) {
  train_data <- hpricets[1:i, ]
  model <- VAR(train_data, p = 1, type = "const")
  fc <- predict(model, n.ahead = h)
  santa_fc <- fc$fcst$SantaClara[h, "fcst"]
  actual <- hpricets[i + h, "SantaClara"]
  var_errors[i + h] <- actual - santa_fc
}

errors <- na.omit(var_errors)
actuals <- hpricets[!is.na(var_errors), "SantaClara"]

rmse <- sqrt(mean(errors^2))
mae  <- mean(abs(errors))
mape <- mean(abs(errors / actuals)) * 100

data.frame(Model = "VAR", RMSE = rmse, MAE = mae, MAPE = mape) # rmse 11311.1, mae 7859.535, mape 0.763
##   Model     RMSE      MAE     MAPE
## 1   VAR 13336.29 9915.371 0.831202
# clustering
hprice <- as.matrix(hpricets)
norm_hprice <- scale(hprice)
dist_matrix <- proxy::dist(t(norm_hprice), method = "DTW")

# elbow
fviz_nbclust(norm_hprice, kmeans, method = "wss", k.max = 10) # 2 or 3

# gap
gap <- clusGap(as.matrix(norm_hprice), FUN = kmeans, K.max = 20, B = 50)
fviz_gap_stat(gap) # 1

# try with 2 clusters
set.seed(123)
kmeans_result <- kmeans(dist_matrix, centers = 2, nstart = 10)
fviz_cluster(kmeans_result, data = dist_matrix)

# try with 3 clusters
set.seed(123)
kmeans_result2 <- kmeans(dist_matrix, centers = 3, nstart = 10)
fviz_cluster(kmeans_result2, data = dist_matrix)

norm_hprice$cluster <- as.factor(kmeans_result2$cluster)
## Warning in norm_hprice$cluster <- as.factor(kmeans_result2$cluster): Coercing
## LHS to a list
# k medoids
pam_result <- pam(dist_matrix, k = 1)
pam_result$medoids #Shasta
## [1] "Shasta"
mds_coords <- cmdscale(dist_matrix, k = 2)  

plot_df <- data.frame(
  Dim1 = mds_coords[,1],
  Dim2 = mds_coords[,2],
  Cluster = as.factor(pam_result$clustering),
  County = rownames(mds_coords)
)

ggplot(plot_df, aes(x = Dim1, y = Dim2, color = Cluster, label = County)) +
  geom_point(size = 3) +
  geom_text(vjust = 1.5, size = 3) +
  theme_minimal() +
  ggtitle("K-Medoids Clustering with DTW Distance") +
  theme(plot.title = element_text(hjust = 0.5))